{"cells":[{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"ECE26A1028E24B3099AD6F7D0CECEEE1","mdEditEnable":false},"source":"# 机器翻译和数据集\n\n\n机器翻译（MT）：将一段文本从一种语言自动翻译为另一种语言，用神经网络解决这个问题通常称为神经机器翻译（NMT）。\n主要特征：输出是单词序列而不是单个单词。 输出序列的长度可能与源序列的长度不同。"},{"metadata":{"id":"431E9AECF60849679FA0CDB3B39C25D5","jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"collapsed":false,"scrolled":false},"cell_type":"code","outputs":[{"output_type":"execute_result","metadata":{},"data":{"text/plain":"['d2lzh1981',\n 'fraeng6506',\n 'd2l9528',\n 'FashionMNIST2065',\n 'jaychou_lyrics4703',\n 'd2l_jay9460']"},"transient":{},"execution_count":1}],"source":"import os\nos.listdir('/home/kesci/input/')","execution_count":1},{"cell_type":"code","execution_count":2,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"F99F306F631B4E2F8F3464EEE0234CE1","collapsed":false,"scrolled":false},"outputs":[],"source":"import sys\nsys.path.append('/home/kesci/input/d2l9528/')\nimport collections\nimport d2l\nimport zipfile\nfrom d2l.data.base import Vocab\nimport time\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nfrom torch.utils import data\nfrom torch import optim"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"5DF1C65FE8E3493F83CCAD6D9CAD5E4A","mdEditEnable":false},"source":"### 数据预处理\n将数据集清洗、转化为神经网络的输入minbatch"},{"cell_type":"code","execution_count":3,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"C4C3229D46004ECF93F03C6BBC48AEDC","collapsed":false,"scrolled":false},"outputs":[{"output_type":"stream","text":"Go.\tVa !\tCC-BY 2.0 (France) Attribution: tatoeba.org #2877272 (CM) & #1158250 (Wittydev)\nHi.\tSalut !\tCC-BY 2.0 (France) Attribution: tatoeba.org #538123 (CM) & #509819 (Aiji)\nHi.\tSalut.\tCC-BY 2.0 (France) Attribution: tatoeba.org #538123 (CM) & #4320462 (gillux)\nRun!\tCours !\tCC-BY 2.0 (France) Attribution: tatoeba.org #906328 (papabear) & #906331 (sacredceltic)\nRun!\tCourez !\tCC-BY 2.0 (France) Attribution: tatoeba.org #906328 (papabear) & #906332 (sacredceltic)\nWho?\tQui ?\tCC-BY 2.0 (France) Attribution: tatoeba.org #2083030 (CK) & #4366796 (gillux)\nWow!\tÇa alors !\tCC-BY 2.0 (France) Attribution: tatoeba.org #52027 (Zifre) & #374631 (zmoo)\nFire!\tAu feu !\tCC-BY 2.0 (France) Attribution: tatoeba.org #1829639 (Spamster) & #4627939 (sacredceltic)\nHelp!\tÀ l'aide !\tCC-BY 2.0 (France) Attribution: tatoeba.org #435084 (lukaszpp) & #128430 (sysko)\nJump.\tSaute.\tCC-BY 2.0 (France) Attribution: tatoeba.org #631038 (Shishir) & #2416938 (Phoenix)\nStop!\tÇa suffit !\tCC-BY 2.0 (France) Attribution: tato\n","name":"stdout"}],"source":"with open('/home/kesci/input/fraeng6506/fra.txt', 'r') as f:\n      raw_text = f.read()\nprint(raw_text[0:1000])"},{"cell_type":"code","execution_count":4,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"BB101036A28849798E95206AAE93FDFC","collapsed":false,"scrolled":false},"outputs":[{"output_type":"stream","text":"go .\tva !\tcc-by 2 .0 (france) attribution: tatoeba .org #2877272 (cm) & #1158250 (wittydev)\nhi .\tsalut !\tcc-by 2 .0 (france) attribution: tatoeba .org #538123 (cm) & #509819 (aiji)\nhi .\tsalut .\tcc-by 2 .0 (france) attribution: tatoeba .org #538123 (cm) & #4320462 (gillux)\nrun !\tcours !\tcc-by 2 .0 (france) attribution: tatoeba .org #906328 (papabear) & #906331 (sacredceltic)\nrun !\tcourez !\tcc-by 2 .0 (france) attribution: tatoeba .org #906328 (papabear) & #906332 (sacredceltic)\nwho?\tqui ?\tcc-by 2 .0 (france) attribution: tatoeba .org #2083030 (ck) & #4366796 (gillux)\nwow !\tça alors !\tcc-by 2 .0 (france) attribution: tatoeba .org #52027 (zifre) & #374631 (zmoo)\nfire !\tau feu !\tcc-by 2 .0 (france) attribution: tatoeba .org #1829639 (spamster) & #4627939 (sacredceltic)\nhelp !\tà l'aide !\tcc-by 2 .0 (france) attribution: tatoeba .org #435084 (lukaszpp) & #128430 (sysko)\njump .\tsaute .\tcc-by 2 .0 (france) attribution: tatoeba .org #631038 (shishir) & #2416938 (phoenix)\nstop !\tça suffit !\tcc-b\n","name":"stdout"}],"source":"def preprocess_raw(text):\n    text = text.replace('\\u202f', ' ').replace('\\xa0', ' ')#第一步去掉乱码(xa0空格超出了GBK的范围)\n    out = ''\n    for i, char in enumerate(text.lower()): #全都改为小写\n        if char in (',', '!', '.') and i > 0 and text[i-1] != ' ': #将标点改为空格\n            out += ' '\n        out += char\n    return out\n\ntext = preprocess_raw(raw_text)\nprint(text[0:1000])"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"6F249A8DDE8E41EA8BF5DF0C62196D30","mdEditEnable":false},"source":"字符在计算机里是以编码的形式存在，我们通常所用的空格是 \\x20 ，是在标准ASCII可见字符 0x20~0x7e 范围内。\n而 \\xa0 属于 latin1 （ISO/IEC_8859-1）中的扩展字符集字符，代表不间断空白符nbsp(non-breaking space)，超出gbk编码范围，是需要去除的特殊字符。再数据预处理的过程中，我们首先需要对数据进行清洗。"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"3F005D61B217439D988A086B843DF940","mdEditEnable":false},"source":"### 分词\n字符串---单词组成的列表"},{"cell_type":"code","execution_count":5,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"AC2D82A7081943B0BE94018061BC62AF","collapsed":false,"scrolled":false},"outputs":[{"output_type":"execute_result","metadata":{},"data":{"text/plain":"([['go', '.'], ['hi', '.'], ['hi', '.']],\n [['va', '!'], ['salut', '!'], ['salut', '.']])"},"transient":{},"execution_count":5}],"source":"num_examples = 50000\nsource, target = [], []\n#分别构建英语和法语的空列表,下边使用循环将分割后的句子(是个列表,包括单词和标点)添加到空列表\nfor i, line in enumerate(text.split('\\n')):\n    if i > num_examples:\n        break\n    parts = line.split('\\t')\n    if len(parts) >= 2:\n        source.append(parts[0].split(' '))\n        target.append(parts[1].split(' '))\n        \nsource[0:3], target[0:3]"},{"cell_type":"code","execution_count":6,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"7589E7D345B3463A8F0F4574ED6EDA9A","collapsed":false,"scrolled":false},"outputs":[{"output_type":"display_data","metadata":{"needs_background":"light"},"data":{"text/plain":"<Figure size 252x180 with 1 Axes>","text/html":"<img src=\"https://cdn.kesci.com/rt_upload/7589E7D345B3463A8F0F4574ED6EDA9A/q5s4s0iny7.svg\">"},"transient":{}}],"source":"#统计句长\nd2l.set_figsize()\nd2l.plt.hist([[len(l) for l in source], [len(l) for l in target]],label=['source', 'target'])\nd2l.plt.legend(loc='upper right');"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"A9ABB7E025F14892BD21C7ADA88F848C","mdEditEnable":false},"source":"### 建立词典\n单词组成的列表---单词id组成的列表"},{"cell_type":"code","execution_count":7,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"D432CD6C4A644196831393AEF3EF6A06","collapsed":false,"scrolled":false},"outputs":[{"output_type":"execute_result","metadata":{},"data":{"text/plain":"3789"},"transient":{},"execution_count":7}],"source":"def build_vocab(tokens):\n    tokens = [token for line in tokens for token in line]#所有单词组成的列表\n    return d2l.data.base.Vocab(tokens, min_freq=3, use_special_tokens=True)\n\nsrc_vocab = build_vocab(source)\nlen(src_vocab)"},{"attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAsUAAAL4CAYAAACTL4prAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAP+lSURBVHhe7L0NgBTFnff/ncQYL2dyF0WNCL4Bs8JuFrwkPioiwnpJiJDLrossARUiiUoUWWGTPAR2WTD4TwBBTEQUWBS5sB5muROjpzsoIppEc1FkYWfA+AK+o+aMd+eZPPS/qrq6p7qnZ6Znd3Z3duf7kXK7qn5d79396+pf1UQsAQghhBBCCCliPqH/EkIIIYQQUrRQKSaEEEIIIUUPleIiopgsZWgVRAghhJBc6DmlWCotjiM5k2uzWfENqC5tREz7cyHnvHq6WxN2XVv71NCyxH/hkS8FPV99UQZZDuV0UG+hINqvh+lMA/RIn3esz5JjtOh7nJCip4eU4u14edR4tEt3wSVov2m7Di9QxL0y7e2yJ+6j2/+A2ot/i61x7c+G1Yr6ypWI1E1GhQ4Ky2O3PYVPzIvjRe3Pziu48Ypcz8mdjM+v6DTMnLgV107agHi39I+ZSQcyNB7Kfuews6kB1/3s19iv/RnZdS+uqxPyTU/rgJ5hZ9NCXP8D4WRZ6u7FTh1e8Bz4NW6SZQ7b3n0R1Qar0HJA+3PiadzZA32urpGUMR98PbmIa0WN0R/I8jbgzl06nBBSlPSQUjwWpz/5IM4S7vPjdFDB8g62XvMEav+/l7Tf5CWsu/gJ3HzvO9pfiMTRNGkONlcvx5bpJTqsa4lEbNdVvHjfs1mV7orGZszDCoxv6MjceG7Ih7HzMJXHN/1rLq8DQoFQD+Xkg/m6Ose/MMe0kkREB3RhF4Ri1PRG/HypcJVRHdKLKID269XI9iuABlSKsnN9BSm9I6faY3TpOAzXQYSQ4oU2xVk5AWWjPg08+ic8qUNctv8JL+DTGPqVE3RAARL7JZbsKcW8qbnOEXeU03DLPefjyJISDNIhPUMJpl9dCWxZh6aEDuoSXsRh953IPA7LefieeignH8zDKx1/I+b/Uwda0XnQTz9PB5CcGPwNzJft94NvYIgOIrngjOmpGKVDeoL9/7oKze+ci9n6WpIvZ8+3dHT2mxBSDHShUmypz8Ku6yhmGoHJmPGdkUnP4K98Fifhz4j7rDye/N2fReRnUWZOwPqySocpEyiXLd4ho0wcTWtagOqrMD3DZJ2ZT3A6NplkzLh0MhKPjA7z45HxCZnneeR0mIeKyZhX1oYl96afLU77WTUU8lz5tx9OOMk5Bk7sd6Z73BUkPwfrABM3LnMBkmmkSScseUnHTCNNIkZ8p2SyYaahg4Iw8xH/OkyYdDwyOswh+JxUORVmpBOMIaNDcid7Gk64K9fxzIw0UhMZ8k+zvC82IweJl87DaGvrSsMuQkhvpmt+vEMk+dZPLsH7Dxvfz74+B2fNH6s9Sd666Rt4H3MD47B9KdrrH9ceUczoFPRfPwWf0yGSDzZeh9fXmKYNF+HzT9YJJTZJGJnMvIOtV+/D42cMxMofnaHDXsK6ioN4e/pQ/N+peqbYkuYUB7HHqbYoctmPL8RVvqpZ0ib4J382Pi9+Fpe2no0LtE+l848iHcdrfRoX/eL/4Ftn6QBx/uyfCF33F5/GzusO420RJHvxiyl5xbBg2I3Abc9jcZqJYmvHbnxy7YdiJDgBx6L1nnKM1X5pUzwWp2D/Se8guu1jO1DKbBQytk+ZMwxx4iSiLNaA43HgZu9s8QEh56YhOH98FDsv6+f5TG0l4hi1+F085QYejTvnfxkzhFIvy1LxjAiS6Ys/5ufZ2Vedj1tGa49BounbuOShr+LB+6Yh9b3Abp/NqMQdexfmbG8tP802t+mHv/xcLB/OKkZ+Oh6CSTnPlD2NO+c+BFQuwvdG6iDNzqZ6bH7nXNSUHEDzk++KEKkIRFGzzMhD2oGu+S3eVHHAyaOuDJxpljNoK0UayebrSFlFCUR+P7njN3jT7YjjUXH1LFQO1l6HXffi++LdzFNWlxfR8rN7ENMz7PJ2NDyl/na77DY6/AsXXOGrWxiZbEhb2IexWxyp22LpOPwiaLZd1We/Mf7S1DsLYfpBytyq+lsgx5dRJnX+TuDia7x5O2NltqsQWmqsbt6rTUJEOuWVjaKNkznb/XC36AcdJvMSL3v+tDOT7EvVfieaZbBRZY4PxuyR72HlVtGGIsyyjs8xHxtL2s4b/ZCxzxT2GHk78LpIf+0RQooIcSPJM+3WwenjrH0jf2a9qUMy8eZiIbs4pn0G7fda+z3hMeul832ysZ9Z+87Pkk8YmRDs3/gb64ax/2Ht1H4r9h/C/xurpV37rT9aa8fusJZsfFv7BUpmh7XWKLKdjjfMy9tWy9VGPoKdN+8IyFuEVSTzTymfJN5kVQ2dbK2Pa7+fx5+3MPUZ6y4jfvuqXSLseWu7x7/LivzfduuACnnHuutHImzVy8oXxIHmZyz8yJG3UWFGupb1sjVbpDuy+R3tF6jy7LIuMMMCCEo/La0N1uChDVar9npptRYMG24NGbYwTXwI9j9oLZ6z0XrCPb7V+tV+FdMBnrLWzFlgrXlSew2eWL/AminiZq5/SoccsH710wXW4q1BrZAh7smNIh1d3s6g0kmXv48MeT6x3tteia23ClkzLFM9HcLI5IZqb7etDTrdx5ow/SBkPHVSeZv1tMeLt96pY0jV5acPWgntd9JJytjt56lvJ+up+tHMU2P3r7c8KeULg2o/b/nS9plDwDlJ0l97hJDiIf/mE9v/DR/Gz8Sx63KZiQ2gZAoG/3iM1Nq1G4O/CVqUF3kM/xNzZIQLIoxMFvwmFMp04h9PxLe06cSBe9/GC/gsRjmzxpKxZ6P6H4EXfufMUr+EHU3/i5OmD02ZPU5yAr51x9kYaRR35Dmf1XEmevZY5z946on4ot/E4+DLatYrmMNY+/CHwDknqFlYhzHXn4LZ+BD/tkMHSAYcj/2ujXA/zPj6scDv/hOPKX8YXsHPH/gYs2eU4yK3Xqfh+xOOxq4/vAv7Y6ZTnlPU7HF+SeDVQLviCixqew6JtoacZ4kVoiLWW+/hjROPwxecYxyHfoPkLFsXIGfe3FmwQegnhtob78nvBLkREe2xT7zXiOtfudx5ES27RIOWjuuYzbPBqOmz8C3ZXrosg0sH42QdZ/JGPA6hy9hyOsxPGJn8YH+Cd8rcUbL2w8ipmP9NaYqjZQaVoPREHac4D2NG9bPrrUOw60U8jyiGOrOdB36NHW39cHHVOAx20xmH0aXA8wm9U8Oup9H6dhQ13WaDLvIyZpC/cFyu17s9/k4edUn42WX5FaUlgUjpV3KekSaEFA9dZFN8Gj7V6Y0O2nHoqkvsbdu0e/8hHeUwtg5nLRqDjxocmUvwslR+TcLIhKHkBAwVN1NbwX0J8UeBL57jmFJoBn8aX9CHHl76H5hrO07sn3lh3oF7f4vaf3wCNzruJ0IBD8nbrxsrvQaejnJ9mI6RJ/2tPvLyzFuH9VE6PsaLOS5gW7n2KXzyyqSTphTG125FuvJ0jihOzfcGCPIh+4OFuE48aPH2b3CrcywUnWa50r2Ht0NLi1yEVxnF7q3mivyOKXYnH+fR0DqG2j5Ol0W6O34jXixMBqHyB1fiYvxWtbHaoSNlq7QwMnlCLsK75lzxVnyP234d2iEkVD9Ic44GO165u4XyqqM0Q+RLhBh/j6ldFRxl8TyfmcphtN7hpGG7ZseUQrD/8HvipiRe7LS/8Hkb74h2OLFfyBcyea1KMx/xEsfFp4SQTHTdQruOPWdd3rrpRnyIKeivt25Lu32bVHodGan81gul17/tcRiZrOhdKKSCq3ad+CxK0s72+jjjbxB6cmL7H/DzJuCiX1yIFa3a/ThopjgYj8IdHYhhaMMfD2p/DnzlpPSzN3bXHo1BOSqas2ecjyNyZwrTBexS0cmh4yEhp4jLTsdA7feTdpYuG3qHgtmjRDvJh63vuKAfvu42VM6K/B7an1XP3pm7bfxcKJypM8VS6XVkpPL7G6wMVIyzyeQJZ3cKXV7svLvjirGTTko/SPvch/C8M56UE/Xyv4eIsrizvgfiaHu7H0pL/VeUtA120jCcHqND+h0n9Mz38Kby9QZOxAmiHd4+bLZ5mms4rwpxB+8VhJBeQ/6V4rFfwjGRx/H+VZvwgbyBOM6PP1z59bGJI7d9aepMsTzBiZdujMjbnf9wCCMTDmVCceDP+JdmaTrx98mFcQIV9+Jh/Mu97ySzEwrultZP46JKZ0b5DJRIc4qf/BZb273FSsGNewnr0s0UG+c/+f8dxJ4h/TDao6gPwJllwOYdQbsv9MOYs4/GUw+8jLuE3uiks/2213DrwONxnW/RmhNvWa/gxrUf4oIJ/TFGx2XnNHzzHODWtbux3U1HOy2RLE8CN+7wyvgZdNLRiBz6M7Yb5Q4QE8Sx66E2lI87L2CRnSSG+tIRiHbwl/4kb76XnFE3j3sKW8nXHoHy62MH50VAufPlivxcGYSykn54UyiDcnYzmZ6OdnDCtdfxp+KcLxTBX/lnigVOOsqdqfJOIYxMCJw0HGy/9miS+QiXYtIQHk86GfrBkdn/rw+mzBRLRo0SLxJtou3aDuANv3nAYFm+w2j9lXhBMPMTzuWk48SLiGHKIRXJNQH9EAZ/2sqvj/OGNh0yzGXUQsI2He2gFeI3hEJ827RzlZztdLzCH6b92pdEvqTY+4h3dO9wQkjhExE3gLzfsqQycuiqG/Gh+Ytr5u4Tnl0lTIxdIeKbcOCqf8ZfVbig5Nv4/EW/wfuvVLrpfLDxery+5o/q2OGoq2/B4MuTththZMIjf8hjH3YcAMrmpe4qgfhe3Px9ezcIm09jtGH36yDNI36x4X+1T2LuPpHMw0akMe+z2LfkfzHKkUnJR3DxQKxwd8YwiC3EkOsTmLf1nwO3ZUvZOcJjPxwQL0i304ODPGfwHz6bsvuEu3uEwUi9A4XLjt34xLoPtUeS3H3CxJ9WYJniG3Bp5SMYn6butlI8R+0+sbqDdsXyYbzjOHuXA/O4Y9i7H+BbcmcAHaRRO128839wg2GLqcLwdXcGzLNTgckJyfOCZHLfpUEjTR+2mnOx5i4Mdl2CbNrLjfqpOuy1jyXl3/o6sPUZnJAxHf8uDWFkQpBSHwcjrSCZYck+CEuofvDnJfKZhIcDxphU2OSuD+l2wXDitVdj9oM3L1nfQdhXZ/ZDCJQyLXc/8ZMsl13v4zx9o8Ligz1jOzveOsm2m4QHcet7X3H7wj+2kiTLk1YmpU+T+XX4eiGEFDxdpBSTwkH+ot0kLClZhsSiizs4R54b26XC+nrqlmzditWu6n3z0FuQaOyuHy4hhBBCSG+lC3+8gxQGJZjevByT75+D6iZz6j5fHMba2+I4IF6t5OuV3Ge4/nfABWcf33MKsSDWIBTiSC22USEmhBBCSAg4U1wsJDaguvIVXNvR7ccyIX9w46Z34awRSjGJ6G66sq6EEEII6ZNQKSaEEEIIIUUPzScIIYQQQkjRQ6WYEEIIIYQUPVSKCSGEEEJI0UOlmBBCCCGEFD1UigkhhBBCSNFDpZgQQgghhBQ9VIoJIYQQQkjRQ6WYEEIIIYQUPVSKCSGEEEJI0UOlmBBCCCGEFD1UikkXYIE/Hk4IIaS44bOwt9HLlOLOji5xvhyhjutJ8lSEQqiKH6u1EdFJG5DQ/vwibzJJlw1TNox8T1HIZesWurV/vGOi27IlvRw9XrQvd8wx1/ODrhDK0FPIqjuuS4nZz8J48TZ1r6NXKcVv3XQJ2m/arn25Ytnnjxrvupc7mlSnOYy1857CJ654Fms7pTm+ghuvkOnsxmM6xI+68PVxd2DFN6B61lZMvnoaojosnySapqKk7GzhRiBaOgVNmdrPakV9qZR13CLEdFReEY3cqTZOiDbLVpc+TRxNk0L0Z55QL23umBBuYZeMirxhPsC781omXhJNU8QYHYHqprgOyY2c7l3ZKNJ7judacJyOC8uL9z2LT175FD6pnp2dfQZnoWIy5kVWYnxDK6/dXkLRmE98sPF6vP/QGHz+yQdxlnanj9WRPUFE/BOus8g00qdjK8037tDeLieG+soVQF0zFlXooDwTnb4JibbnkGipRbkOC0YqWnOwuXq5La9cA/JfLFuh6+iDkmjEII7k44LIhlQGZrWgZpUzJoRr7KLBmgcOyAe4uIadh7i8lvlw7SnsMdrRURr+3pWNIr3n7NgtlFh9LRhuTo7Pt0GXfRlH7jkfRxYcj5E6rOsowfTm5ajZMofPiF5CkSjFcXzw2B9x1DXfxEk6pGfphxlLxEV5z5cxo1PTqafhFnlx31OOMTqkJ0k0rcNmVGLm9BId0oMknsa2PaWYN7VwFR7iIB8cUkHdhOld8XnBILHrEewuq8XlvWBYyBmtIQ8Ady6Q17hwM47FrWu78yWXmDhK7ZZCuL8VLccipp55SXfLaB1VsFTg8rpS7F76y675UknySuErxeZ3kkCM+CAZT7gh5wT1AG4R0pTBCTflUkTNuJTI1PBMsvkhho1L21BeNznDbKzXpi7Qps0Xn3Nx3XP9/g6klQUnXe1L5uOGOXjjUuNTcWW138abhvjnxQ3zyqXijQ+W6SQyXedv0LGDE6ZdKslwUy5IMhP+88y0TFy/EZ+alxGnnA724JdJJ5eOV/DzBz7GyAmnJ1+cR5ej9Rxg5cNxvKiD8oUqnz52kGF+vPVJPUfil+ko/nQ8KakwdeCRScUbHygi8MoIp8NtMsUZmDKZ5DqBk7b2efLzY8YFxftxZbXfwUxD/PPihpkyQXl544Nl8odM3nU6LGfMNNKl45NJR3T6VahBC25PO1vstIv2kh6jsJXi2FKPDfD7D+lwF0uZRSRlLsGBje06TrDdOX8OPhRj8a93zEnKztiED7RYd/LYbfqzj7JnCrAFVp+IdmN7Io4LnU9EKSYQh7H2x0Y683wPSffc17BSeFeu1bLS/Tj/D1RF4iD2ohTjR6abRbEQb5qStONUzmfjK+4IrQ0jjPgRqG8VNwodHYbYQn1u1QrsRhuWVDlpnY2Jef18FUODSrcGS/YAu5fWuPl46yXK77dhLW1Ea9q7n7wxJm2hG9yEUtOJSjs1I5mYaDsZZrZzVOWlBRQh+iEPyLJUN7WiaZJIX9lhmsfJfnD7S9lZNqaWQy5UkXWQtupOeUUaclyEx+mrszFBvLhhzwpMcNIqm5q0q3TsLOOWKL8TL8tr3FNC9ENwn8u+MWonTwh0Oj7xEZ7B0Zg2op8OEFHi3nDx78TBof/Fq3ZQflD1Fm1qNn6QzWmKjX7qNWWOXbvemcZ6etTaBCMf6czmCzvWs/dVQJmFM/NCbFHyfH87uZhjRjp73ORe80yEvecEtJ8e18Gku+cEpONbNBauH0Q6/uvBvO4knmvAdDo+B9xnrH4+jrrvcAeSOYy75hnpSHfbKzpOY/lkrngWd6W1T67ARdWiz146pP0+1H3Od48gPYN4OylMYj+z9p3/fetgu/YL3lw8ztq3OKZ9lvWf93zf2jfyZ9ab2i9Osl46f5y1/x7jJEW7dXB6UHgP8vjzFqY+b23XXhcVvsuKGHEHmp8JlhWouB+1Wwe038vL1myR1uzHtbcraW2wBg9tsMQDMJhs8YLWBeXW4MuarLj2W/Emq2pouTU/6CQVN9la7wr7yBafN9qt9RPLrar1acaWqre3HK31w71t4ZS1/Yh15FEhP2y4dak/vZR07HwHL0g2jmo/0V5DhMZokyoTph/ygVMW2Xfx9ZPVsayTOp5o9LFDunKpcJHWsIVunJ1ex+qQNn+JHm+Dhxrt72/3EP2QKiOCZHu4MuI+NfIb4t4V4L5zr/WfUsS4Pxw5Is5YJe4Jlwu/Cn/GuiuwAh0k6DpLuX6yjHNFqzVf97NDx/rKTifwute4Y929X4TphwAZXffkNZOJ9OWKr/+2ZSbrjNsO3buykqUvAvrT7gcjT6cMme45Sma4p16q3Y3rJ9Q9J2t9Q1wPEn1NxMT1IK8Jx5nI52Gt+bzTz9PAZ2C83RqZ5lraLq43rHpZ+4J4x7rzR+KaNGVEXpEM12bGe0/rQmuI6INw45B0JQU6UxzHoXsfw1HXXI8Bac23tuO9O/6IYxrn4iT3rXIMjrvmTPz1sWd7ZBY4fxyNOxck7YQHnXS0PipcEq9mW8IrF6m04HE58yv6Sjkdo0hswO1bSjFv0ZUY4sQPuRLXirfrzTt669tzHE1rWoDqqzy2shWNy9WntMc91WrDksoRiM5KYF6L327RTqe8rh7ThjjtF8W071UCW3Z6Z1fLarHNXThWglPP0ocuWfohn5i2u+J4SYdtMcW4aEkukoye2rWGx+V1zcn2rxiFyZG9eOmg9ITpB0emIYN99Ficbiz49bh1U/A5LSWx9FefhpOiPb92IBLB7oeehnio67rrcI1aUyD6+SfTojrewpBp3wkY69mRC9o275CzusF5KeRYb3Z2uSnB9KuD+iHzNRO7d4WyMU9eMx1D2hs3jnXyEW7sBaLePYNTJ9NuPjq9AfPK2rBtlzmzn+meo9OpXuap19gptSjf8wh2mbd7T/sF3XNkf8q825Pto8Ntwl8PwIe42JmZVc67e4RcRLf8Qq0OSHfh32G2jsuVyO/+E9uddLwFBna8ju8dOhat151m5NUfawZ8jA3PHdZCAex5GepW4qeioeAX/RYLBaoUv4a/imv3qFOyP0Q/anBMJ2z3+pqX5HOfdDNZFRV50a+qQvMNzuezINMIr7mDdDPvl0qcju6llJ8xQB952fuq+YASil9dVfLhoUNNvJ9Lhbthq1IeciJUPxQ3w0417zsVWCQeVuZuKpn74RD+uMefRgDuk9TvdPzJn8ZIoQBULP5fLLrnfOy8LGlGIV+aB3Xte0EAcjFks9peyjE9Cdx/1WOaIt1cNIu2yW2UyjZfjsn3z3XTCTJ7CCYB8/081DVz1sBObx+pzAw8JhhzsVnH9Qhp6uT9fJ/9noMtyT5QrmolXsj1nhOdhi0ttYgsc/oiwLQk5TpwnI538S+08y5Wly+Rozw7VNgmhLky5vrzETvHUMClSWNKWfwKegJXv5ZF/Sg7HQP1ISlMClQpPgVHiWfKX18zlYaUEak4pjHM2yXpcgaejnLfAykF521YulWV2DzLb58nbtK/0vGm68K3Z2fmomvxpa/zS1GcRtoK6wtLJwUqquV1m1PbpiPbzGXtB41um65und5G5n4YgDPLfC88KW24HS8bL/Ie56x1iB6Dr4g/Iyf098wOb9/9ISLn/F3qjLHuq3wRnJSzS4h0QkHGCoz3/0hPWS0eSGkb70tFOOyXEft8e0urbPaWdpmjMN/Pw10znR3jya0o3Tz2LOuxmWIbf51sX8oLepZ7DqqXIe5pO+k6sEuMVIyd84WCDJFfcm1BiOshFK/gxsXvAhPkVxVHaT6lwzPFUjF20pEKckXKGqBj0ermk3TeF9gkB19qy/ACZl+/ebyESQcpUKW4BJ86M2KbQchRItxbN/kX2o3F34yL4KP6pXhLy7iugHGLmcYflnTpePlblIp74MrdryTlU2TyRHQghsH/ec7Euei1U58XjRmk6HkY/8W9WLJAzj75ZLWIwg33+bU3N8TDTC5uCFrgFZoSnDrU/1nZKU0JRo4rEw+cRWqRixPX2jAHzV9Msy2YUFi31ZWhWSqq7kMqOB3bKYEc8J3v7wcDtYgm7cKi/OCvh+u3vQVGmH7Q42HpL9UCMxknF2DN3KKjFWE+F5+G6yYcjaceeFkt3pHp2wvtjsadXztNSSSJq31rO/yDEOLaLRUDYO+r+vO2nPWsWondOtrBW98ozh9XCnPSMDryqxjetgLz5CygRzb33vSePxajq+UneB1pkJRpRf0NWzHc3f0m3DVTMboKkfvlHrK+Mut4hRHu9dveJEm5WEPATLH/PMevveHJdM9J1kndP3RcvGkRbm6rCt4uM/CeE5yO7bRAaHznDzkX48vMe04u5hPhkGWUbvttr+FWHeai45xqyL+mXyH9hruo/FjvPXL036E2IhTl27zPVumCieFxcQ+oGZ3m7ZAL7QqGgt194qT5t+DYyD/jdf3G+OfTbkH/awbpWJuT5j+Iz497HO+bb5bCHdgYoJjl+smnS3gFc5xPLes+FEVKfn4xNyAPKqonzNiZIrrtY0ReexdR5ff/Ok8/zJh+PC545jU7T+m6avcJ8SjKtBdj8tecHDcX+zw/8pH6edZxyfuEePjX6HD1GW8vbtbmFkE7S2Q3LbBn9ZBxq5zsSBvhyW1muZMrwaWt4ba6iFtO6WbGTVtIG7Os8pzVEyPKxMGpV1A6ypm/xibSSKmyLyx7PyQZeEap+rt5TQd+stuTb7rj5K4Q9mftrZip/ck+l/IplQoIC4uZfyoy3Uwph+mHikYxjr+YrMvqM5qxWih1uSLtI/dPAK6+SV+76z7GnQuC9jZ37DjbsOReYzyEpgKL5Gyh83m76lGMbxFj2tNQRl9pN2FZCVab4zjlM7njctzdJLEBEz3n62vG/8XIY6oxF5FVXrvYUNeM/GoSUGZTN0nukGKbgrimR2468t4nFHAjjdVnLBdjwBxLud27spHpnqPq5DGR0n3lmyHPds8JSke5GuN+IK8X/wXjDzN277BdDW4eurxD+z2n5OVBv0huS7jPu4aTTsGdA8V5WsKzc9NN7+KpyMfu9XXhfY4tsCHjOHXtmTb98jcCTkGt+WxVLvgX8qzWnWoP/4vS6MSyhOrek7F+pDuIiDe3tO82hOSGnHm9EW1z5UKlszIqFwVDbCGGXN+Cmtuex+K0N6xiJYYFw27E5upbsL+rfqKwSIjVD8c16MJ2FIrkpd+Sn/Dvw/0dUDZ6G6o922vx4H1d83PyhOQNqxULSu3Jh468CJDupWBnigsJ/+eRDjmdViERWM4cnZcKLFKzLpO69JN7fpCf8trVCvVIpCrDG3xxIt+V43I3gUgEk9N98isIfJ9mg5yW7JvYdWy9dwVeiJRl2Ce8APD3S4ArXoLbw+O0JOlNSNOmOWie2LGZcdL9cKY4G3I1603vYpf2BnLG0cBLH2tPMCPHR9Ma4PcEcoPzime0J5CjcMWJf8U9b2tvIHIlcMA2UdI+6s7TUkwEColE0xSMX9YGlM0u6HL2CPKHGyqlTWkp/m9L1//0cmdw+zEDNas6stArv0j77GuxPP+LRuW1NqtFHFSmfB4vNFQbeGyr/YQfbyqt9j507br9mJ5y9QWOilWvohc8C4kXKsWEEEIIIaToofkEIYQQQggpeqgUE0IIIYSQoodKMSGEEEIIKXqoFBNCCCGEkKKHSjEhhBBCCCl6qBQTQgghhJCih0oxIYQQQggpeqgUE0IIIYSQoodKMSGEEEIIKXqoFBNCCCGEkKKHSjEhhBBCCCl6qBT3YSxLH3QzlsjYcaQ30JP9xDFCCCGkMIgIxaX4nkqyxhH7sHDpXCH3/+sqrNx5HGqWTcUoHdYd2Pm+i4gu+hcuuALz/2mQ7SEFyIto+dndaCu5skP91LlR2rm8CSGEkHxSHDPFB36Nm372a+x3juvuxU4VUahIZaEBN/3ri9rfS9h1r1CIgYuvacTPl9qOyk7fRb4AXedcV4QQQkgvpziU4rfewxv60HNM8srORAIo/QoqB+sAQgghhJBeQt9XiqVtq/x7wucx2Dk+8Th8oUNWI0lbWeV0qAczXrhUkmGB6agwfSxIpqUDOkDaNGSYPvSQa2Y6fYd0+bneNPE2TpztgvHKpMgFnZc1Lx1k4Ia5MoGJKJLpCKfDFH6/Q4a0MpE2H0UyLCmnA3xki8+Mfa6Lm1ZAYkZcYHwKWlb7XDzp6DADN8yQI4QQQnKhb9sUS1OJNb/FG7qKkUjEfVjK41ztXXc21WPz3kjShvKE/4MbfvANDNFeWE/jzrqHsNsxqBV5lVc24nsjnTOSNpQ/7vc0rtu6X6QlHuAnnIvZKh15/sPYrRQD+wxZTpshmLQ0vH2wsu2ND8bske9hpcpHFud4XHzNLD2TK/Ka+xCeLx2HX0w/TwbYyDa74zfAqJB2nrqN3xSHZtvaJMvslqfu83hM1lGIeMsjsUQbNyTbOKX9JD4Z3VbDKxcJOeHV5T/R8UtU2AGUevKy+yL2jk5blKXCjN91L77fAtRccxx2GPVz83GxRN1u89hRJ8dFntrYQZRJjhkbc9zYqPGJcZh93DO49cl3RYhsm2iKXbnqCxFvtt/JOZRFtn/zXrs9FKLiTtXLvyX7S3tyuB5U3iJ+5wbdt8O+jp87beZLx7KGoEaOKyeZ0H1FCCGEZEA8PPo8T6xfYC3eesA9nrn+KXWcC4mtt1ozf/qgldD+VJ6y1sxJ5qN4cqM1U4SteVL7rQPWr34q8hdhybQCztNy3rDcUOWV+czdaD2hw1TdjTrYMsl4SfZ6pidT27rlmXOr9av9dpi/PH6/tf9Ba7Gn/QJkdPu5MgHn2GHJfN1+MMuq+sqQ0X1ntk9Qe6nyeNL2krc2lnXwtK1db7MOdlnMsNR6ppan42Mtcz3CXw9S5sgRW/77KemlppNSh5B9RQghhGSij5tPyFmwF3H4HeDEfme6xycfd6I41iK58PYB7Dkg07Rn10z2/+szeB5RjDZn20ZORU0p8HziaR2gOdGc4TsPQ0sjePO9t5Uvv0TtGTXtGzXqXJys6mD7h/zTVzAcCezbZfvlzN2e+GEMH2nMfueVfp6Z4VHRKCLvvKdm9uTs6Y42EV81zjZzkW7QOIw228+V6WT5dj2N1rdF20w7V/elcOefh4tPPIy2NnNxoyxvsv2G9DtOH2lUeeQstTkD7SVvbTz4G5g/3Sivda4YNzrORI4td1Z6EPqdoA8VT+OxnSLvSu/McVeQy/Xwxs67cV3dQ3h71JX4ufnlRaDSEXWa9E15/dp1H/xNf5tKsvQVIYQQkoU+rRTvbFqI639wt1CAxIO4JXn8xs57xPEqtGjlMAxD/mkWZosnbmyNTGeheIgHnC9tlfWhh3fe967QP+Hzngf/qOmNyU/FXc5hvPOWPhQK+ZhR/fD8Lr2DgFYWh3bZJ+fj0M9UHoWS9HOPSchhtN5ht6/jmk1zFbVI0pdGh0lgs5HP9T+4J2lKkRP9cMJJ+jCQfLWxvSPJdUaZNwuFPCcOvI+3s5Y3j4S8Hk4WL2vDRdO/EY8H72Tx9m+w0qj39T+Q5jcd6StCCCEkPX1aKVbK5tJxGK5mkfzH6Wf30iEVY2erMakgt94RUrH2KcE9i1cpGlI62J09lrtHnDzqvC6fRUyP0zc+57wwnHQcTsZ7OGy2eUdm/BVyFj01r5xsfEOSjzbe2SRe6HAuZhtllbOuOTH48zjR81LUQ6RcDyX4nrw2pfLb9HRql8rZb6PejqO9MCGEkHzS93efULNjGvM4Z5zP1voTrlR0dIzEVnx+g+Z/fTEpt+tebJaf+4USlBv2Z281c+bmqaNyxT3/RbT86jd4079l2uBvYHTpYbT+ahV2tPk+d3cng0tQeqIsx6+NOtvORSt1rTuF4qTi7AVYz+tohZIB3j6s+0EvavNswzdyEIZHEtgsFTAjH/EvN1SZ3xUvR/dip5mOjnbJZxs7eaixpcNCcyJOEI0jzRfsssrZ53vU15OOoEwUPCZFyZrnfj2ch+9dcy5ObnsI1xmKcWA6ymkBQgghJE/0/V+0k0rRmvcwWn6mN491dFicFfcmnpX2EpW+vfrd5nhUXO3f8eAexE4wVtanRSp8cicKh9x2n/DuVGCTdrcNrTjmvBuCD9VGCK6b3PHg1iePy1IH3T7vaK/G086eNpbt+xW8c8dDgLnTgKfuWmbNMzjB0xf+9pUY/aXSeM/bfyoMKXVIGRv+XUkknW1j/9gSeUwqOYDm977itrcqxzvevFP7xFtv2bZDEw3YcVzHfnnQX/f0fSUJvh7aSoy8nb4z2zAlHYlxPeTQV4QQQkg6ivNnnokXpbD5tyzrLQglb65PKS5EenUbE0IIIX2fvm8+QdKjPkMLpVLNYF5CZa0rYBsTQgghvQLOFBcrxifpXH/EpLCwzQHgN2UpBPpMGxNCCCF9HyrFhBBCCCGk6KH5BCGEEEIIKXqoFBNCCCGEkKKHSjEhhBBCCCl6qBQTQgghhJCih0oxIYQQQggpeqgUE0IIIYSQoodKMSGEEEIIKXqoFBNCCCGEkKKHSjEhhBBCCCl6qBQTQgghhJCih0oxIaQoKaZfuOev+RNCSHaoFJMCwlIPb8cFE0am+ym08pDMWPENqC5tREz780uhjYUY6kunoCnO8UkIIZmgUtwTKAVKHxOXRNNUlJSdLdwIROVDPKEjDMLI5BXZV/owPVLpkOXpKiWrC1BjMOl6FFUGfdwdWK2or1yJSN1kVOggE9Um+rhDxBoLbCxU4PK6CG6ubEQr7zuEEJIWKsU9QKxBKFANvUZ96jai0zch0fYcEi21KNdhfsLI5I84miaNQHVTXPvTE4lElOsNWFa7qJd8sXBcN7xcZKB7rwfZp3OwuXo5tkwv0WEm9gtOfR+7POV1s7q6BddO2oAe7GpCCCloqBQT0mkqsEgq6m0NgTOPBUVCmg1Mws1Dl9svF7rc2FQkylLsl1iypxTzphZ8T+WdiqniRXLPCmzk+zghhARSNEqx+ak48PNolvgwYdLv/HWdCtF4wgwZ4fyYcWnj7SNDTgX0HG45tNPBLv74riyvL69gvDKmnNcfLKMwwv1RSUwZ23lxzs0kI/HGB8tkJnbvCuwuq8W2RlMpLMH0xmmIap/Cl48/KxWmjx38YdLv/HWdCtF4wgwZ4fyYcWnj7SNDTgUYxNG0pgWovgrTPZW18aTtphGUjhkXFJ+KI+vFl44OdXHCTJmgvDzxaWQk0WmYWQ1sXsPZYkIICaIolGJL2hCWmp+Lz4bna23K52T5ybzdeEjZn1S9n9F9n1nVDJxczCLCfenYiAdyjR0+c4vwbpmrZaSb6vl8nVLeUmkLaD7pdN6tFuJNU7Sc/ATdmvpgzYiQlukGuRyxP8mPSJZZuIlme4k0Wxu88aq8uWeVnSDzgJRFRkJ5aG1E1ChPSdkibQcaQ4Py12DJHmD30poAGUmyT0ukTXHgp+mAfHz9mRB9KM+NxxoNGVlmLaBJLa933GQnhsfF2Ku52qcA+8naV731ejiEP4r+rBkdMEssyjtRnTcXm4V38w1GfjVmv5p52E71nX94uYj+l4v6lKxZr9R0vPccaeZht1eswZeXlrBJ7Stveb1UjK4E9ryMg9pPCCHEwOrrxJusqqHl1hDxxAym3Vo/sdwavMCIF+dcKs6pWt+uA1qt+R6/xA6b75ym8xk87NvW+rgOa22wBg+dnPRrWhf48vNgp3upkVd8/WSRToOIcbBlBg8dnqyXzt8tTwjeXPwNa9/IIHedddCsalbs8gy5rMnyVdVF1XmiGd9qLRiWph1UXVLbzUNaGbs/Pf0d0A92mw630naDwk7L2+/BqPQ89dME5N1aP9zTn3ZZvO2X0l5h2iQbIdPI3le99HoIVX9fPXyk5i3GyGW+9lL1bLAePXLEahfyQ4aljjOVzrCFKXVItqm+L4k6Jevul9HpBI27dORjHBFCSB+lz88UB38uNgiyMYxOw5K6Uux+6OmcPzPWrNqU/DQ78PScF4MlmtZhsyjvT6ZF5QuLckOmfQc1aMHj5uy2pHo5Ek69oudh/Bcj2Peqb3oxAyfNfxBnPRnkbsOAoDVIaVBlRiVWN6eZgUxswO0pM5QVWLSqEtiy05h5zQOqPytx+8KxbvtZY2swr6wN23Y5bRPDxqVtKK9rxqI0wyI/BH+ur2hcHtCf3vYbeEapPkoSicg6tCfrpcPzSp77qqCuh4MvY7c+7BjOuDF3rSjB9MXSVvcR7PLcLFpwbekIjF8axeq253zjzE6n5tZ6jHX60hqLqUH3HM+CwAE4s0wfukQQkXnHnXTCjIo2/JFTxYQQkkJx2BSfNTDz52IRe2qQQE99ZtyzAhPMz6Flc9EsdzfQ0Q7lZwzQRxLxcG5+Ls2K+nSIB6h8iAa5XCk7HQP1YTClODNQIIFXc33zyEoLZnrarwY3t6W237BTc2mrjuPtpyR7c3iBkS9qW1pqEVnmmHLYn9Zz76kwClF39lUI8nU9dEApDyJ43PjbtRLz6spEGYXynmYfNI+JhnATlu0VLz46MiRyV4ltcru1Kp2OMlnJNirS9S8hhBQ3RbLQzsqqPPj1QOXNoOiFm5HpIGW1eMDdGSDp8j2r+dZN49E+KsjNwqEc9DWHrE3ib2PlT/NC0ikqcfue1PZLeWHoyj70EFjx3JVyqRg79REKMpZO8tn1akT69qyh9jvI2dMyoYztCLDlzuK35dP3Va+4HqIDMSwfs6T+uipvqqJ5qlJYy9A8K1hRrbn1Dyl1SqT72pIBd5tC4bbVAUsqRX7pXl7UbHlXXHOEENL76fNKccXoKkTun2PPqomHmet0PCpGYXJkK65VC4l0XHwD5i3bi8nuJ+QBOPOLwO6XDmqZVtTrBTkdQX0a37JTLRZy8nSIjvwqhretwDx/eQ2ZfJEv8wm7zCsx3mxD6XS8/Sl7L5YskAuSnHjRhrO2Yrj5KdqN8/m1V5FNJqg/tUtSgYsmRlxlJVhGUoJTh0bUJ+1kub0y7rk+v00JRo4rwwtLF3nyaW2Yg+Yv1uLynJS65PnKDTlXKLips6USte+vXPiXsvdvCaZfbV8P9sI5J712NDXoxVmh+qq3Xg+2+cHmHZmMQOy62S8OTl46yh039kI/O0603YKVeGFi8I4Wan/giaI9paIqx4AKDUpHOxWfA77zh5z/VZRnmG6O7ZDmPKOS1xwhhJAk4kba94k3WZcOG64WvDjOu/BFLiTKFC/wpbGgVS6wMeR0vOc8FWYsNHKxz03m55MJKO8Q36IcWV5z8VHPk9qG3vL565w9PlUujIwktSwpbSyIr/+2T8ZsYwd/WoZMYD9J580rJR/fgkQ73pu3CjPlWhd605AuzeJRuZAvU3xquf1tk62vBL40es31kGaxnwd/fr7+ctvXcf52Vn1lli9ZP7M9UtIRLmWse9K2w8x6BqXhaXOTI49mXERICCHFTkT+T+vHhBDSx5FbnU3CkpJlSCy6OHCmvW9iobV+BGbGa7GtAyYahBBSDFApJoQUGXJf4xvRNvc+3J/TwtTeS6Lp27hkWQnu6A2/ukgIIT1EkSy0I4QQhwosUjt5bM55i7neSQz3LotgXgsVYkIIyQRnigkhhBBCSNHDmWJCCCGEEFL0UCkmhBBCCCFFD5ViQgghhBBS9FApJoQQQgghRQ+VYkIIIYQQUvRQKSaEEEIIIUUPlWJCCCGEEFL0UCkmhBBCCCFFD5ViQgghhBBS9FApJoQQQgghRQ+VYkJ6JRb4A+3FRnCf85f6SdEgxjpHO+lKqBSHRV6MBXo1yodi0ulA0uvJ1JdWayOikzYgof0kPL3zOrEQb5qCaENM+x1iqC+dgqZ4N1So0BpNlsdxXUlH0y+09upC8vIM8qQRlEgcTZNGoL61eNqVdD9FohSnu8jCE2sYEfBA6nms+AZUl56NkjLtaqgodTtiaOX7Nv3ifc/iE/PieFH7TVSfz9qKyVdPQ1SHFSzqAaePC4GEvF7EtZzhhUI9lPVxoSBfgsYvi2De1Aod4lCBy+siuLmyEV2rK2zHWzP+Fm89ob09TXwTDowaj3bpLrgEBzbGdUS+iePQVZeg/abt2h+W7XhZlOvlXE/rjTjXlPMMWhj8nJT3AdfpsCRC4a1xnmMiLfmil3KBlmD61VVontVNL4GkKCkOpTjWKC6yRhSeSttZYqivXAHUNSPR9pztmnuBotSnOIy1857CqPsOa39Xk+zzRX79qAApxJfJSCQinPakIGdeR6C+kIoslY5ZLahZtQnTAy7u6PRNWF3dgmuL6ctByRQMfvJBnPXkLTi2RIeRHqQU81r0M6gx9cZk7diNT1zxFD55pXDir7xfetVaofA26/NbalGuQ1OoaMC2OmCJeAnse89zUgjQfKI3E9uJzajEzOl8KhQLiaZ17PPOEJ2GLb3s5TF27wrsLqvF5RlegiqmCkVizwpspKZACg2pEK/9ELUzzseRe4RbcDwiDyQ6PJEQnX4VatCC25u66usAKWb6uFLs2CdpnzrWzg5KYsYFxafgyGqvg5lGSqRdBuev61RIDrjnOt7gtKRfHwTGO7hxyulAD2Z8OrlUmR5FZC+L4DodbOKJD5Axw4Jk/GGu3wkwMOOC4iUeGR3mJYaNS9tQXjcZGSeJRQKevtDBLv54v0C6MH0ocdNVso5TUTZOmO0xZPwJC4y4oHgVbh8ZciogJ5LnBp/vxGmP63eCkphxqfEyzJTxHpskw4PjBYkNuH0LUJPNVEYo+zOrgc1runG2WJY3qMxOeFB8kLwkXXg+MMviz0b5zTjz2I8T19F4iSmTVig94hw1VrTXJijMxh5X2pMrOi8v6fMK5jDWPvwhcM4puGW0DoqWoGnC0dj1wOt4TAflhjQZKsXupb/kbDHJO31aKU40TbVtlG5oEb4WzHRsnoSbaL5lWu1ompSMkzZN1U3t6S98cVOQi16UrGnDm5KOz/ZJ2V7JsBjqfXmFx7C9CqiX+6XazctCrMGJT81L2aca55dM2gCvuZa4AcpFXaaMtB/zfRJPkSmbGmATlgV5Aw5yOXMYd83Tn+ocd9srOs7Gsl7Bjc7nPP1J78YdIlzHA3a8DDtw37OuzCdEOrbMK5ijzk3g6kMQN/hEMq0rd3tu9lYijlFmXvPiOOCrll8m+sDHOsYgcRB7UYrxI9PPEltqDI4w+sE/1i20Nnjjow2tRjPbi1m8/WuHVbvpaBODVnO8y3NEOio+OUZnCoUOW+a6eaWMi2zXjJuXcc158gpLDA1OHgHjV14vE1X8XGwW3s03aFnpPHb6qdeDp/3UddeI1lijHSePhbxznMzVrI/jFqU+5A++jN2oxEUhTGUqRlcCe17GQe3vUqz9OFx/LA5991i8vuWADhRYMbw1ww5XbkYd/uQ2jm2XfOh2n6FtYh1eF+ck0xHy8pwglyvbl9p2x8pdgvarNuEDHaXihP+tjde7ceaxKyc46rT+eOsmER6UjsIy4qVbho90TBIp48Tb6RzYmMu9X4zihWKc6OvBQY3HUt91LlFjUYz1DpnV6GtYPUN0kB6zcuyHt4j6L7SJ++Ps8tO0X6Qi7nXT1P3tY7yYe8EU0ZFfRbmo1asdPJ+QtIi3vr5Pa4M1eGiD1aq9Xtqt9RPLrcELjNh4k3Xp0HKran27DhBJLJAyj1pHjuwT8sOtIcMW+tKz0xki7lYuKt/J1vq49ot0q0S6g4d9Oxnml8mFTPVy8ho63LrUqUdgeYZbZtVVPSc2WW5xAspnt4W3vao6WgeH9nut/SO/Ye0LcotjWigc21ftsrDqZe0L4mVr9tRd1gXN72i/4PHnrYgIm/249msZCBdx0oq3WyM9MpJ3rLt+tMsaaaZlos+pNc5R5ftRu3VA+4NkDjQ/45WRZOpvRas1X/T5kMuM/vOR0r/inAXDzP4MuB50WPJ6sPORY8sV0+Ntvq9wKWPFQ4hrxsjLlUuTV1gyl8nOL23aKeXztZdz3ak21mVX9wpfuln70ia+frKvvzKQj+swLTHrze/8jfXmjiMin7us177zGevgL/zXpZT5jPXav+zXfsv6r38ZYx38zhzr/TR+iQqbv9b6L+1/c3HAPUC566yDyVuypt06OH2ctf+elAgRJe4pnntHzHrp/HHJ+0nsZ9Y+xy9l5fH0e63/VMff13nZ6btyCjsdM883F+tztd+RecnI/j/vuc7jd/L3hIUgvv7b1hAxdh4VXWG1yz437vEmYjxcOkxcNxnuB9lorR+uxp9M/cijcsx6nxeKTONO3duese4ScUdEefeL+1rkcuF/POheqgk1jrNcp4R0ENoUx36JJXtKvau6o9OwRH6eeehp7xv2ljnijXwSlpy1HIm2Bu8nbJVOJW5fOFa+aNhubA3mlbVh2y7vG7xnwczA09MvKsgD5XXN2OLYn1aMwuTIXrykp5KUrWL1MjSO1eUVbuwUaZv4CHapisfRtKZFpNEQuMDHJBKR9WxP1l2Hh8ZdOBPg5o/VQuGJ/O4/sT3NBNOL972DlTgWiy7rp0MEo8sROwdYuds7oyw/+x25Xs9yRI/HtIHAs2+Ft4V77N/fxS6RxvILk2W56GvHY+ShP+MxPbgcGffzYhoSWaZFHHvj1ensZRNBn+IrsGhVpRjbO1NnKbMgx5a72C86EMP0YWhyuGZQLa45ZwFP9DyM/2IE+171yXQ5zvVQj2lDdHmtKKZ9L7X9zDauWeW7VyjkYr8WPN7qpCOcjjE5+FKbPgpLG/7YhVPFf7n7WBz66Sx88sr/woCZ3uvyv7fchL/0vxV/f+kgd7B/5tIf41O4Hf+rd634TPV8jx84gP9+/jf41D9ehc/okJPmB9wDlLsNA3IxpZf3lB+PSV541hj8zTgd53Imjp3o1EMc/3AKPqd9HsbNNe5DY3HcNWfir489a88Wxzfhzw9lOFfzuctvw+ljnLIIN+ZLOEbH5YJaWDlxK65t2ICmBSvwwsTlyXu8SR7s5ysamzEvsgLzmjagftZWDO/gAl9Lf3mLvnUCjtzzZcw4WUd0kr3dfg8gfR0qxYooTg26a/g/RVbXYp54GMsHYPD2R15ThpKyGtzcJh5+OrYnGHaqebMUCpC4SXpuap5P28JVrcQL7tL8Q/jjHn8aAcibb0stIstqdDpZzE/S4T68fC5Hxlx/vlBwP8TFjrnCFbuVguxhwKdxqj708PpHnm3QRp70t/pI0g8zlpyPnaYyHYbfveaaRSh307t4yh0Uh/Hi6/58gokGDlIfZadD6O0ZKMWZgQI99Sky3DVTfsYAfSSxV6oHKgLdwO6lzjjX7oatakeLnKhoQGJVFZpdMw37k7h/mA48o1QfhSVd/+aHT41bJR4aEfxlT5pXqNdvwHuO6YRy38RfPG0zFp8ddy7+8ug6/Lf0PnEHPnp9Jj4tXhqTGNe+3+VEu72dmmuuMB7vP6Sj8kH8dfyP/Pva6/grTsOnsg3H9k04cIFpPhFkYhGOioXLULNlJW5GLR5Y2AEtNTQlmLaoFli2Epurl+Ffcr3mosfgK/gY31v8DkoXnJ+cYFAcjdJOKsdZn02E5AiVYo3/fqu8KQrGQPEwFm/OXxRv6Sm2t5JK3L5HbytjuJ56eIdC3OjivvIm2pyZ7AE4s8z3Ni4aKvDR5MxKSCcUZCydZNighsDcd9Tvct4j1FaM1Upn4aSCXCEUY/+iDn89pD/S/xgMsr3545xT8P90WZLuy5ih2rgfBvUHdr31X0rUIbCN1VeF7MprVt3BF2/Lp3kxlOSsjORCPq+Z5KxrV1JetzmlvClfjsIgFWPn/FWV2DwrdSs49SIU1k5Y2R9n7sdOt82JV6H/D4Vi/PsJeH3Lfh1o0P9WHLf2vzDA504ylN7PlE/BJ17fhP9OWPjTntvxiXHX4O91nMRrd2u6WTiUwy3lrZtuxIeYgv7GbPPnU2aKO0FJf/yN/HtKfxyFV/AXs2wpzbwdL1+1CbjmFmPme26HZoptO/w52FfXjNVDV2J8Bvt6+3rQno5gtaK+ciVKV4nnXnxOByY7/hal8n32nBNwlTEuDzz3Z+wa8FmMSTdWs6HXV3TlCyApTopDKRbKxHCk+VSpTArkpyi5WEbHxTdg3rK9aX4cQc5SLcfkthUYrxRjnVJQOtoVKhWjqxC5f449Q+UpsxYQdT11aESt8m3VcXLRnlo85cF3/pBzMb4sxxnyfJpPiPKLYrjuovJjPWUZNOKzuODQu5gm98p05HbsxsW/Oxp3fs2cyQiDVmr/8K5aPOek5zBG5v271+xFfEa8KXPqSUd7zD3kwr7AhXbKRCHAtEAjF58Mb9MPSZGQ63S8bXawF0sW2OPWjhcPPfVZ1NnRwu5ztB/UMvIBXIOb96jInFEznerLipOfUfF8XzNqP/IRvgVtDkb6Pr8X8SL4RWDzDrNMOkq0zchxZXhh6SK1GDAZb8qExXf+2AtQI0ZpyjWjXoTEvSuEbUtsR4t4yR2VRjm3F0sG/yhCjkSFYnzl93HkoeEexdhWdm/An2SYbBDTmYjzP/Ol3+KjjRX479/PxGeqB+sIm3DmE/60Hb/2mjhy25d2bqbYSad9E95e8xKOmarNJUpOxlGRP+Kj37VrGaEAj1qeZhZYpyHcWzd1YKZYnNfaMAlLIrVYIl4cKxrFs0jcw5WyKpL10KmFdjIrW/lunrgciyrEc29xLSJLJwV+0UhPP8z4uu8eqBfa1X69pMMTEIldj2B32VcxsqNKNSFpKA6lWNkIlxmfKs2VutKkQN5YDDOCKvlm7DMz8Gz4L85pqVUKyAR3xXhAOsp5V9urHw7Qxw45f3p1kWVKf25QXh5SPuFqZ6y2VzZlX9zqfuJefUYzVlfrSIfYIu/58hP40DR2bl3OYaz9sWGqIN26j3HngnKM0RJyS6Cdcq/MbcaOEUrGmb21kU0bpmfGXH8Kal97F1E3T2NWenQ5jsw4Freuc+K0+3Hy1+oGXfZlj7mHsrsT56R2bZatiNRsfeoYTI51+UInbQTluHXi56oZJ7Ov1INWjW27Lx8cJ/p8oncspRvH/rDo9AbP+PFeDx2/ZoIRclI2teE8Y3Tm/ULGzdO/44P98B9ulsm4HqQ95zb5C3JVOs5xxq94meVNd+zujOM6ux9S7DVFn4baak283Dwu7cVHp5uvFi87Z8m/bVhybwgNOwizXS9ciuPGnYcjD49I7iYhleUfrgJkmMeE4gf4ky3h8vcXrxIK9G8A3yxxWD7YOEvPHs/Bh4kI/rpmju2fkdwV4qSJU3BU4p/xujPTvKk/Pn+NTw0z6xR4XIJPnSmOH16u85N5/AbHrHsQp7vv6mNx+ropgFOGUS04at0tOPYsIz1lhzwoWU7h/nzaXJ9MNuwdIWbeX4Z5i50JG3ENiXv4C9J0LeCX5OzrQXtyQu7WIk2ZqrDateVPPkdTdrrIhP8eeNO7OGfG+VnXUKSnHbseakO5GH/UiUm+iVhymoKQHIjVD8c1uAX7O7LignQSuUXZjWibKxXZs0Iqi6RXI2f8Kldg6K3PYfHFQT1uobV+BGbGa7Et06Iqkc6l35K/hngf7u9pk67EWrz+01/i6B/G0I+aTe9GjatHMH7rP2ddkB2KjOnZ28KNX1aCOzpiskRIFmhTXFD4PqkGOS1JihX7K0Vk2aTC+ili0nXILwDyi86sYNOHhFASrr2/Kv2uI/q+0nrvCrwQKcu4z3WXI8qh9jL+6Q3AuDVUiPsS7nNK+3MlzPmxRqEQRzCvhQox6RqoFBcQqZ9UU134TdO7kA5/kiN5wVGS7uyYrSDphVQ02GYbm/w3gBjuzaYkaNORmVJxdhfR9gDyRzr0jhT/b9zz6O+zJSa9l0hkb9KkKMCMIzv6x0Lk+Z4dkEyEzJ1bMdnc0pSQPEPzCUIIIYQQUvRwppgQQgghhBQ9VIoJIYQQQkjRQ6WYEEIIIYQUPVSKCSGEEEJI0UOlmBBCCCGEFD1UigkhhBBCSNFDpZgQQgghhBQ9VIoJIYQQQkjRQ6WYEEIIIYQUPVSKCSGEEEJI0UOlmJCQ8BfRCSE9jyXuRfqQEJJXqBSHRdyFCvVGJJW1pNOBJL9YragvnYKmhPY7FFqDy/I4rivpaPqF1l5dSF6uS08axdN2JAOxRkQnbUCcw4GQvFMkSnHnHyixhhGINsS0r3Cw4htQXXo2Ssq0q9kAv95G0qAUDX2cCasdTZPmoHniVZge1WGK7Xhrxt/irSe0t6eJb8KBUePRLt0Fl+DAxriOyDfb8XJH0pflu+B6HOqqYhUSCXldinuGc10uTH/vkGMweBjG0VTjXNsiraCXMtLlqP5J43qEismYF1mJ8Q2tacYNIaSjFIdSLN+sSxtReCptZ4mhvnIFUNeMRNtztmueBo/eRtIS9kUn1jAJS1CLbY0VOqRAKZmCwU8+iLOevAXHlugw0oOUYl6Lvi4Dxo5Uqg7c9yw+ccVTGHXfYR1qUoLpzfr8llqU61DSjezYjU9e+ZTtRD/JvnL9Vz6LtT3ykiLHxXLUbJmD6qZieMMkpPug+URvJrYTm1GJmdOpAXUZiQ24fQtQczVfNkgeScQxSihY0/FZzNZBpAAZXY4j95xvuxnHioBjEXP893wZM3rsplCBy+tKsXvpL/vgZA8hPUcfV4odWzztU8fa2UFJzLig+BQcWe11MNNIibTL4Px1nQrJAfdcxxuclvTrg8B4BzdOOR3owYxPJ5cq0yF8aQQm45fRwS5umCmnAmycMNtjyKRmFrt3BXaX1eLysJPEMo2AdNxw5XSYQ5C8JF14p3HKoZ0fFeTE+499ZEpHYsanEfHKpBPKgDgn2Z8OQWESHd6BbCSB4yQoLCOHsXbDnzFtwfnYedkxOqyHccsv/spj5XSQiRunnUmmc/yYaWQ8x5BLwYgLK9OFOKmny06F6WOHoLCwRY5Ovwo1aMHtnC0mJG/0aaU40TTVtse7oUX4WjDTse8TbqJ5I1E2o8k4ab9X3dSeerNyEHeqeNMUW9a04U1JZwqazNUQys5QhsVQ78srPIadYUC9XGsANy8LsQYnPjUvZZNsnF+SsoBDPPBbG5O2kdJJW0mf2UGKTNnUDtg/WmhtGGGkIZzfRjprX4n2maTDYo2unFqY4sTr9pu5RXi3zHVlUsscx6uiucrHnRdultjaj8P1x+LQd4/F61sO6EBBYi1en2GHK1e/Fv/tFti2Sz50+3bt1yTWqXPcdMynpMfZ0bnwwcbrbbtj5S5B+01G3tuXov2qTXhLyYg43/EHWkxyVH8Lh65Kk45E9NWhq0S4k9eMTfirjkoSN9IQ7oJL8HIst0rFFoq+E2OyvjV5nhqPpb7rXKJMqTq6PiCGBjmWShuRzMoes9Gcxns/zFjSk7OMfg6Icfu3YqztB56o845TLaGwYmKsGuN4Rh3+JMegwk7jUP067zl6fIe/HgRq7FfgcMLCn2538tLlM5FlNdP57sXiHB2nEIn6ZW739XvK9eQ4HR+Sx257Cp+47RVYiTgudM0tdovaO7yCG1PMZOywG3dor8Q6jLvmGSYaVzyLu9KOqwpcVA3sfumQ9hNCOo1VDLQ2WIOHNlit2uul3Vo/sdwavMCIjTdZlw4tt6rWt+sAkcQCKfOodeTIPiE/3BoybKEvPTudIeLJ7KLynWytj2u/SLdKpDt42LeTYX6ZXMhULyevocOtS516BJZnuGVWXdVzYpPlFiegfHZbeNurqqN1MIivn+zNO4UwfaVlRNiQy5y0Wq35vv6UpNQjBfu8+WlFYtab3/kb680dR0Q57rJe+85nrIO/iOk4jQ5/c4f2C97/hZCbv9b6L+3/r38ZYx38zhzrfe2XqDBXpl3Ef8PaNzLI/cx6U8mYCPnp46z993jrq4j9zBvefq+1/3xDVsTvE/59i0U9dNy+6fda/6mOv28dVGIx6yUZfv43kudp2Zfc6ttlUOk4eNKweXPxdR7/f97zfZGuVyYM8fXftoaIa+FR0RVWuz2u3XFv0rpQXLvi+jWv05wQ4+uy4fa9QPrkmDWvZ4fQ18TL1uypu6yRze9ofxrydI0Fs996Z/7fiDEmxuUCZ8zZY/u1f9mvfLb/M4Y/YNzumCP8Y6x3zDKqMEMmxPVgxdcKGbs8bn7+tJWMLy8/6pyxhoyup3uNinEceE0J9x0x5rWUy+PPW5j6vLVde022r9ol4nZZkcud+Hesu34kwla9rHzB/WyHzX5ce8U5d4pzIu45ApFnZOoz1l1p6pn9nkkIyQXaFMd+iSV7SjFvqvF9PDoNS6S91kNPe2cpt8xBtHQSlpy1HIm2BvGebqDSqcTtC8fKFw3bja3BvLI2bNvlna2qWbUpuYvBwNO7dAFNeV0ztjg2xxWjMDmyFy8dtL3KNKB6GRrH6vIKN3ZKLcr3PIJdquJxNK1pEWk0+HZdSCUSkfVsT9Zdh+dGBBGZdzxZHg+59FVZLba5iw4rcNHECF54OccZlcRB7NWHmfjL3cfi0E9n4ZNX/hcGzByrQ23+1DoLR770bzhplDMDZeHvL74Vn3h9E/5bF/gz1fPxKdyO/3V3sTiA/37+N/jUP16Fzyh/CQaskwvoglwdTlIyIRlbh8FTRavosiD6JRyTYpJ+Jo6d6NRDHP9wCj6nfSZHXXMLBl+uTy6Zgs+OAz56Ss+Nbf83fBgfg8/P97aHn5Pm34YB0WTbfO4r5+EoHZcL0embsHriVlzbsAFNC1bghYnLk+PepKIh7cK3cNiLnCbfPwf1TRswb+leTDav595M/1U4bpEz5sbi01+K4Mjbryrff2+5CX/pfyv+/tJBbl995tIfe8fthdfgmP6/wce7k7PCf9pzO/Clb+DvHX+I68HhE+OeR//qwbbnwm/gU5Hf4v+9aXttfivy2u+m4+UADj96u0jjDvQb4uQ1CP3+cSbw+1/jT0pmLE4PvKaEWxc85jMj7Y3LMUYd98OYs49G5I2P8KLyh2DH6/jeoWPRet1pbpWsC/tjzYCPseG5oIWYmj0vQ9/SCSGdhEqxIopTgx5q/ptNdS3mfTEilOOdxudTE68pQ0lZDW5uE4qeju0Jhp1qKgYVWCQUgkWmPuAxHxCuaiVeiDglPoQ/7vGnEYBQTLe01CKyrEank8X8JA1SsdlWF8HNVbos2vzDS8i+Omugx+ShorEDilB0IIbpw0x8atwqcSFF8Jc9aT7J//6bxide4X52A464bSwZKxTKc/GXR/Wn5yfuwEevz8SnL1SRNu5T0u90fFgsezs111xh1ByhvOq4fPDHN5SJxQevvSL0x/74Gzs0PbGlRlmECzSxCEfFwmWo2bISN6MWDyzsqNIbhgo03lqJzctWAnWbUeibkoTm5DO0Qmzz9zN9L3mv34D3zHH83W/iL55xPBifGX4ujjx0h610JsR4/v25OOZi34tR1uvB5pMnaoVYMRYnrf0vnORcE9Gr0P+Hq4CHR9hpKFMjn3mF4MhDOt5x96yWb/A6VhB4TUmn43NhwKdxqj6UDLrsyziypATiNSIHPsTFjumEcglc/ZqcLshA2ekYqA8JIZ2DSrFG3gdNlDflZjMQ05ubhWK8FdcGbp5eidv36C2UDBc4Y1UoVC9D3FfeRJsz8zUAZ5YBe1817a/TzAJLxdg5XyjIWDpJKMYB2pY8P10aAqkYO+XYVgcsqUzdmzVcX+WDgPoHcaL9gP7E7ycEPpjxpX/DAPFA97oY+hla+2fKp+jZMkvNrn1i3DXu7Jqyu51hKI4etxRvaansSPvdZfho3FxjVizP27edebKaYfvcKaeJ7F7H/9ihNv5Ol/sW1z+GYxZ5Z+g6MlPs7CW9r64Zq4dm2sPV+QqhvR1A2eHPSmBey3KULpvksWXuMfR11aX0vxXHpYxjQ1EVmF89/nv3JhzpPwWf8b/EhrgeQiEVY+d8qSA/NNxruyz4xLjnfPlIt1RfW+IFMfCaEk68nJn2811BcHcdi1Z3d4uk23lZPx3v5eBLbSkTAISQjlMcSvHA0zEcLXhcPLycz/Lu/UiZFMjPruIh6sSJh968ZXsxOXAbLv35tG0FxivFWKcUlI52hUrF6CpE5Gdgs12U0wKirqcOjahtf1p1nFy0pxaoefCdP+RcjC8LmiG3F8HJhU4ZFWbthpz/VZSbszo591VmBp5Rqmf9k3l6EfU/C6mmGUHIB/SV38cR9WBOKsZ/X/Z9QCjLbz0h0pbpu04LOIjzP/Ol3+KjjRX479/PFMqFOUsW1nzCSN/j114TLffBxts6MVPspC9cbCnef3hQ0uzilP44KvIY/kcumpPx7UIBTjcL7KQhF+b9tAMzxeLcVrmXdKQWS8QLaEWjbd6gvlaIZD10aqGdzKpV7Q0eUSZFFVi0qgrNs+wvGv6ssuFU28HvD49zXaW+QOYL+6XtBvxJjm2noIEF1l899qzFfz//W8MEyCb09ZAV3/lDLsTR/c07jpy1Pk9cj1erBXseWZd8m09k4m9ROgDY9dZ/6WLIRXav4VYdqxj9d6iNfIgKuWAvXZE9xPC43C5ydF/5VEFIz1McSrGyOy1D8w36s7xwyVXp0qRAPkQNM4KqlShd5TMzEMpZUj8T57TUYnjbSkwoW6T3iQxIRznvqvSITEcfO8iwjiHLlP7coLw8SPtK+VA32kU5Y8eHikZ7ZtwxC1l9RjNWV+tIh9gi7/nSbGRoGptOWaY05VK7CJjpqH4w7TU70lfpiU5v8NQtaMeMiqnSxnoFNqbTocyMLlyK48aJB7H8pOvsJiHCBghl+S/3GJ9wpWvwr9IXCsPFq4Ti8RvAM0scng82ztIzXXPwYSKCv66Z45v1Esr11DHAw8vdGbHXX6nC58f5GsusU+DxKTjqLCN96RqAzz95GwY4XS5/SGTRGHzUoONnvI7PPjkXx5jpKTvkSFJGlPuvU30yWbF3E5l5fxnmLU7akEtl9QVpzpPyS3J6/OWShUNiAyaWzUXzF23lWyGuodUT9yqTn1z0bLlbgf15XChGoixPbUvY/h/Hw9ugutgvb0AbltzbMWU/a4P4zRVc9wNtn5tEKdD/cQM+iqzCZ00TIEnY6yFbeZ74gff8747ARyc/kLRBFnymOiauRzG+fmbKCeff6SUHMhUrc5H7Ycb043HBM6+5/R6ZEcWdA+WIdDgNt9xzCmpdGccF/0iI1WrvU38RdWJC8kbESp0eIyQjsfrhuAa3YL9HE+27yF++u2bfbLVwryTLs7pTyK2qfvpLHP3DDnxKJoWFUKAv/dYjGL/1n/OzCC9beipe/rrlfbi/kM21SH6wWrGgdK4yFypo8zxCehm0KS4okp/x0zotSboPNVsekXaqHZyFy4boV7UH7E9vAMatoULcl3CvXe3Plazn2/Gt967AC5EyjB9JBanvI81l5qA53Q4rhJAOQ6W4gHB/bCSD6yq9LCciHfz83GtxtuFan3+bTflDBeqz7jfx/8wtqEivJxKxzSrUtZtixhEG2zREne/ZFcZAmy7NvL8Kq90FsqRPE9uMmyO12NZntj0hpHCg+QQhhBBCCCl6OFNMCCGEEEKKHirFhBBCCCGk6KFSTAghhBBCih4qxYQQQgghpOihUkwIIYQQQooeKsWEEEIIIaTooVJMCCGEEEKKHirFhBBCCCGk6KFSTAghhBBCih4qxYQQQgghpOihUkwIIYQQQoqeiCXQx30cUU1Z00jE9qbD3xzZ5EmOWHYTi3btWMvq8zWRHu4fdfl0uC6EEEIIKRSKZqb4g43Xo/2CS3BgY1yHBNGOQ1ddgvZR47WbhUOZxEnOJJqmIFo6AtVNHWvYRNNUlJSdLdwIkc4UNCV0REcQCq3/HSg3YqgXdamPaS8hhBBCei1FZD4RyTrr+9ZNN+JDTEH/Jx/EWcrdhgElOpLkiYia3e3ozGp0+iYk2p5DoqUW5Tqso8QahGLdQI2WEEIIIUWkFH/u8tuUojv48nRa7nb8z0PAMVOn4HM6hOQfR6ndMp1vG4QQQggpHIpDKZbfyB2XghPneB2/ExAeaV/qPyvQZFvKeZwON/DG514WB3863pRkmPM36VLxxgeKSDwywulgm0xxBqZMJrnO4EnbyEs4P2ZcUHwKjqz2OnjT0YEuTpgpE5SXNz5YRqLjtY8QQggh2en7SvH2pdo++BJlU/zydh2u+WDjLB2/DB8J/0cNjj2xcDf5hDOR2IBqv32pCvPZvVrtaJokbWINt9D7Cd+yWlFfasSXNqI1rQKUHisu8jfzEc60FlD2vZM2IN7aaOQlyusx9xXKlYiPGmlEG1pFGXW0xlL1GpFMR7iJZkKxRcnz09rhWog1JM+XdsPVTe15Vu7iaKqx05+5RXi3zDXym+rpq5T2U22TvjR2G9iyZt1T0pFtbiTj9kMsUz+IdHz94C+vQ2fttgkhhJCixCoaYtZL54+zXoppbwrZ4rMQb7KqhpZb84X26qLCJlvr49ovaF1Qbg1eYAr5abXmi3QuXd+u/SKZ9ZOtwUMbREwu2Ol4yuPDTrfcGjJsoZu2Kt/EJsstcmuDkDHr0G6tn+ivg53XkMuM89KSvlzx9d+2vMnKvNPUIaBtcyVjXwT0p91eZp66Lo8esY60C/lhw60h9b70VDrDPfXyt7HbD0b7pfRDDvWV7ThElMUcQ4QQQgjJTBEttCsQ5CKzLTvVzK9of+VMEk3rsLmsFj+ZFnXjh0z7DmrQgsdzXBMmF7Rt3iFndZ28dISHSqxua0CF9lVMrUX5nkewS81AxtG0pgXldfWYNsRJI4pp36sERB2c4qgyy3SapyGqwzqCtDduHOvkI9zYC0S9e4bYvSuwW/TD5U7DCKLTGzCvrA3bdnlnYDfPGoFo5QoMW/UcEo3GCQKVTvUyT73GTjHb2MHbfgPPKNVHSSIRmXd7sn10uB/abRNCCCG5Q6W4m6lofA6rJ27FTPczeYBpxJ4VmOD5TD4XzTnv2FCBRW3LMfn+pHlAkNlDMG3440F9KNi9tMYoi3A3bFUKt4ey0zFQH3YUZWZgmo2Iem/WcT3CWQMDlfzdLx3SRzY1dbUYLppDvYDoMA8eEw3hqlbiBX/7ZSM6DVtaahFZ5vRFV5iWEEIIIcULleIuJJ0CKhVjta2YcKurW3CtUIw9k8BltXhAx5tukXcSMgRSMXbOX46aLXOyb0GmylyKMw0Nt7xus6cctkvOLjuEU7jTEUN95QqgrjmZx55lPTZTbOOfjbV95WcMUH9dTrUV1uH3zwlWVKuXIe5pO+k2YXqu0+pSMXbOF/lh6aQ0dsOZZ5IJIYQQkkoRKMVCNZDamqMhqOMuUBeiA1EaAfa+qj9vy1nPqpXYraNdZJzhxl5Y6dk/OTryqxjetgLzpHLlk80V7/ljMbrak5VLUqYdTQtW4oWJV2mFrQQjx5XhhaWL1AIzb3rqVIVd5pUYr2aiDRkdrzDCvX7bmyQpF2sImCn2n+f4tTcXlIlCGlOWitFViAglt741GRdvWoSb26owM8gsQSqsq6pEW0lFVfadHRyUju3s+PD4zh9yLsaXBX894EI7QgghJHf6/M88v3XTJXj/Ye0x+focnDV/rPZItuPlC5YDix7E6WZwLsQaEZ3Voj2l+L8t38FLletxRoszKxhH06RJuHmPEtBIOd+sody1otKvUHttf7MSlEbZbGwz7FYTTd/GJUvbPKYQ5XObU2xRpZI1flmb9mmql/vsZ+Wvu83xKLFmWvKHMq6Vuz34MdLx51M+dzkueXgOXvqeM0se1H42QeXOjj89X194+lPi7wO7zliVnMV362C2T0o6AqMv7HOinrRV2MP/mOyvoDRS+sDGKUPH2oQQQggpTvq8UkzSYyvFUdyxd2F4ZZsQQgghpA9Cm+Jeh+8zepDTksVHQFv4nZYkhBBCCDHhTHEvw29iEESN8Tk/E0Gf7Xs1QSYGPmhSQAghhJAgqBQTQgghhJCih+YThBBCCCGk6KFSTAghhBBCih4qxYQQQgghpOihUkwIIYQQQooeKsWEEEIIIaTooVJMCCGEEEKKHirFhBBCCCGk6KFSTAghhBBCih4qxYQQQgghpOihUkwIIYQQQooeKsWEEEIIIaTooVLch7AsfZCBtCLi5BCn9zxhKplvZNsUWONYqky2I8VEN/S3MbY4vPow7FtCUoiIGx8vjRyQjRWxDz3HPc6ue/H9FqBm2VSM0kF+9v/rKqyMD8bsH3wDQ3SY4sCvcdMdv8EbJ56bGldQPI075z6Et0ddifn/NEiHdTV2ns8jmrFtuxPVjzvfRUQPvi9ccEU3tkeuCMVKXCUFc530al5Ey8/uRltJV45/e7zvdgaXuBtMWloY4z6QgroJ9yLUPf8ASq+ZhcrBOowQwpninBCK53VNTyePf/Zr7Ld9vR/xEOSzJQ2ybQqlccS4W7kTuPiaRvx8qe0KVyEGdjY1JK8ZUuBIpVu8AJaOc8fWzwtZIZaKXd0qtBzQfkII6SRUinNg/+H39JH3uNcz+BuYLx+ABT1L3FOch+8VkHKwM5EASr/C2R2Sfw7E0fZ2P1w86jwdQAghxQWV4pA4ViYnH3eie4wTPo/BuVqfOOLiPNtmL835Rnw6EY+MDkrBkAnEiA+WSIa7cmmTcuKTrusw8tEhXoz4dMVw4w2no2zShScRUe6BI9tR3LyU04EOOtwhrVxIkuenT8OUScENM9LRITbe81yZwLycuOB4N8yVCUxEkUxHOB3mIVt8HslcFrdSWcuTTEcHdAgjn5SEdLj2mbIdQp+bMQ1TRgeZOGHJdHSAxnueI2OGJUmmERTv5pQxDYWZjnCpZIvPD0FJ+8Ncvy5LqPIEyCWTcdLRAT6S8cLpMIf0OZuybk5p0yGkO6BNcRikqcTWhLhQpUd+SpcXrYoRxxGUf6sR3xtp+zPi2nF9Be/c8TB2y0/yIqEvpNjIPo0760S89lnW8bjYb/tlSRnD9k/dRHx2ryq/3+JNV0QU2mM3nMxHxZWOwy+me2eJdjbVYzPGYfZxz+DWJ98VIbLuqfa1HjtXVRZJBMMrQ7ZNKGx7R1ReiRN23Y3YOyIzmVdKuW3bSxUvEe1XkWI757WddC8Dt31kGveINHRckL21Y8d9zXHYsUa0swiSssMrF+VcZ0uOsZb9rpmGZQ1BjZydln7Zj0b6EjnubHK3+VR9JfrSSSEoDa+MGKMXmGPU7Ae7jUTBjH7wtZ0gWV7RF1ebfZGlr0K3sSXKfJvH1hon/B/cYPaZ/3oQ8V1lQ+/tT9E2w8bh56Jt7KztOkvb4NHv3Y3mvTJUyJyQOsb8/SCb8+Scber9bey950gTl+a9drjuLbcNc7dX915XkpQ0svSDqrNc+zDyPazcKtpQhHnugep+vD+wvBj2ddXODvnqh5T7rcB737dUO24WadhZWShX976kfF5Q18N73ueBc40492THn+macZ9FdjqWqN9dun5OvbL2gyZljJrtJ8uy67jA68x5tvxi+onh+4GQrkZcLCQUB6xf/XSBtebJ5PHirQdUTGj2P2gtnrPAmjmnXqcjeHKj8N9q/Wq/9qu0N1pPaJ/kifXyHDPsKWuNSMeTv0rHkNF5ufkIEltvtWb+9EErof0mKo/1T2lfEjtvM86uu0fWX4eAvPODXW9ZHrfuKXmFKF+AjKpnmrZJ224qXVmeZLsrWU9fhSClfEF9bpOun0LjHycBpNbBP96S/eC2e5o+z1zeEH0Vso3t9vK2oYeA8mXq806R0p/+emq/KI+/Tc1rOrWe9nme6z4rAW2s2yIlHRWeoQ2zEqJ8IfrBrrc3LLCvspU3T/3glDn9OA4oX0A980JKnQQqzBgnYa4Zt+2OWEeUfH1Kv4Xph3Rj1JVR+RjxR47oA3OshOwHQroBmk+EQry1Wm/jnbf74YSTnGPgxH5nimMtkgOe2dOR5+HiEw+jre1FHTAIlT+YigvkLIh2F0SjOs5m/78+g+dPPBeTMszg7Nz5G7xROs6YyegEcpbUnX0ZhH4n6EONsq8+cTDKnNmDwSUoPRF4+7BTp/zimSkb/A2MLgWeTzgLIJ9G69tR1Ew7120/63x/G9v9NzyanFEaJdv47ffUrEpu9MPF1yRnWYf0O04fheVFtOxKtRMeNX0chiOBfbt0QB6JqHST48vL03hs52ExRqcYY/BcjBnVD2/E456FpbIf3PE1+PMQXZ4bofpKkqWND/waO9rkdeWdwTJxrofvnu/USVxXo87FyW8fwJ68LtSy+/PkUZfgW4OcvM7Et0aK8SXqtFNLKUR5kjOoJ+IETwM6/ZDbV4AUVBv77ITFNTMpoD/zhUrX6U8d5hC+H8S4MGYJv3BcP30Ulnz1gy6z5x7oQ40/0cZV45Q5ncpr0DjvfanbCXNfOozWOxpwnZp5TrdgN1M/2GP0ZDG2kmNUPL+q/P35Hg6rYznb3oA7jXvaif2MPLP0AyHdAZXirMhPbAtxfZ3clkvcRNY4x+KGt1Uc/+Be7w22g7zxntDSNPJz1HV1Mm3tWoTSZPDme4eVPXP6z0ov4vA7tv1zd6BuuOomqB8IasFOxHvD62reed94wCew2Wk75eSnfPMzpn3DlQ8s58GsFrCdeBy+oCW6m3R9lfcXi5FT8fPKKHarsSucekilvtk932K230JlOpPnD8GabH0VFvnCqg/T0faQkY9w8tNy11QKb+y825uX/PycS14H3hevbiHqFIrj0C/oZaFDL4GZkC/0V+Ji/Ba3qnoLhStoh57e1A8OGe+3EqlgGvkIJ80AuqhaeUK+LEVFGf0vobkRfJ8/jHfeEn/Uy7I+3vUi3j6xn35RcCaZpCwhhQOV4qzIG30jfn6NePuVb81yJwLzOE+7ErhK0a7ULbekEmOi3tY9SqCcyzaxZ3NNRbvrOYyYfGGQDwTxkDsxrS2xrYTmHc9Dy+kbr0uZCdn7cPIB9k5h2q91yYuFVIyddhFj6/kW7+yNRH7NMNtOuS5pn5B9lQ9Kza3GHBc8u6xelvRxR5Cz6Kl55XCvMJWJrqJLXgL1/VLVVyrIv8FKv2KcQz90lk73Q2jkzKw/H+ECZ5flPVAf5oFOJVVqvyTLl4egl+OO4yi8yRnfnYn3UFr1FQyXM/XqpS/NyxohPQiV4rC89R7e0Iee4w5hK4bS7f/XB9H6ThSjU5QAR+Zp3OmbKU6ZmRWK9HU+GaU4y5uPm88q3LrzsI5N4pTDwfZrTyicz5RX4rafLXSd+jyqJUzUvrW+T2gdwSm3rPvmvcbn4ZGDMDySwOam5CxwSp2cz/ZGeW+rk58+dbyDPtfFn05eGISykn7iofQgWpz+FG5n00PKRGZMPsxffCTbRLjzRXvpcJvzMLQ0IhTle92x47iO4B+HnmTC9FUYlLnOu2i9w1dmHS2R5jGRtofUg9+Tl473IK8nMUY7tr9ycH+mzSst/q8Z8ovVPWLc6uiwBLXxgV+jeee7GD6yC15ynDyUO1O1hUlO/ZAN/eIgZzlT08lXPyTLfNO/GvkI56LG32G0/koo/0a8R8ZF9qO8B3Zwf+WTjsPJ6mVJ5xFw788Z8ZI8e1Q//XKcS+sE3StE/X71G7zpmoPZEzRvH/419r0jTezOw5hR72Ffm4jqwS9zhKSDu0+ERd58dh1nr2Y3j3V0KNSK398IhdpYLe1fIa9umnpFv+J4VHxrMNq2vofRxgyHUnKflLtBCGQaVUDzGq+Mu6pcIldlR1/0llvWQ67iTiG5G4FK4x1vGVUYjFXeul5vmt8l5Q2yNHU3C7VSWSrnQbs5ZMXfNpKg3Rek7Vpy9w4b764HauWz7/OmZ2W1rJNeue3FSEe133ve3RRUGDq0I4Tbn5KUcWGT0vY5kpKPIGiHAc/Y0STl7PZ923OeHYaUnVgCxrNn94ksfZVDG6eU2d+GQeM9qJ3d61TO/pllDU9QOyd3RtBtcoLZj3ZYW0lqmzptI3cFGJpowI7jUvsrM6ltHLhjjhrzB1Dq6Z9cCOrLgOszSz/YbXec5zwVFh+c2lf+tHy7T+SnHwQB9wNvG/rHuU1QO6t7j1QKA+6PYfDWSbTv1XKXCePeH+aaCehr5/pxrvOw/ZBy3aXpA7ctnLbsSD8Q0sVQKe5O9MP2xA5s2VW4iAfh3ICfXk5bV1te/mpWRx4I+UDepFfuPC5lWzn1sCpQMwrSvdiKS7Rgftqb9CH0vRH+eyYhpMeh+QTJG/bnM9vtbzuANyK+hRQyXO6cgYhn54cewyivNFORn/QiWRfUkL6NGAtCaZG7WURKB1EhJnlF3mvUbhbi3lgqxhchpLDgTHF3oj8bnRj06bI3E/Q5VH7WMz+b6rq/mfL5vCcI/tSZ+w8VkL5FclxwLJC8494ng0y+CCGFAJViQgghhBBS9NB8ghBCCCGEFD1UigkhhBBCSNFDpZgQQgghhBQ9VIoJIYQQQkjRQ6WYEEIIIYQUPVSKCSGEEEJI0UOlmBBCCCGEFD1UigkhhBBCSNFDpZgQQgghhBQ9VIoJIYQQQkjRQ6WYEEJIEWDBsvQh6V5Ew7PpSW+ASnEPIG/MjsuGKRtGvlsQBSmYsqQhlzYzZcPIJ5HtkNMJfYpc2syUDSNPbDztpsPSYspmFe4a5PXQQ1lnxWptRHTSBiS0n3QfsYYRqG5qp2JMCh4qxd3MY7c9hU9eKdwVT+ETV+zGYzo8CCsRxyghp+Sl+3EcL+q4nkTe4KINMe0rPHJpY1iv4Eazja/MIm8SEw/Z0iloKsKn7Iv3PWu08bNYm6kNOtPGxcyO3W6bfUK03407dHggh3HXPLONs/RJlxBDfekI1BfgrcGKb0D1rK2YfPU0RHWYifky0R2KW3fk01118uSTJq+KqbWILJuE+tagWEIKByrF3cyY68/HkXuEm3GsDkmHUCQWv4vIhKgtL92SEgzSsSQ94dv4MNbOew23nnNKso3vKccYHUvSM+iyL9vtteB4jNRhwbCNO8zoct1ep2C2DkrHY7cl8D0cj/1uG38ZM4K0v6JEKOuVK4C6Ziyq0EEGB+QLnvPSpl8+ukp1k0qjfGnP/pLTOSz5QmW8iH7itle6pk7Gi5vZfilEp2HLqkpsnlWckwik90CluFDZ8Z9YiWOx6LJ+OoDkncS72HDoaNz5tdN0AMk7bONu4BX82++A2V/nS3MQiaZ12IxKzJxeokOSyC8eQx4A7lygXybEi/Sta7tGYVWKqlAcHzgp24tkJ0nEceG6j5N1ki9Vv3sNo+47rAXyiPvilmy/lWvTfKWomIx5ZW1Ycm/hfmUkhEpxjvg/FaWQLT4bzrmO1/EbYeFw7H5tu1fHBWHGB8t443MrR+7IIpguCI+MDssF8zz5tzNpSTK3jxGnXRB+mY6WJQyyCKYLwiOjw3LBPE/+7Vxa3rYJoiMyHSlLWGQRTBeER0aH5YI/7Y6mFdQWMiyJ3V7qSMo6ToVkIKxclxHDxqVtKK+bjNRJ4lfw8wc+xsgJpydn1YWS13oOsPLhfJuqvYI560RphOJ4ywgd1FVES7DT86XgNHxT1GnXH97tevO70X+H2fgYbW9ov4cSTL+6EtiyjrPFpGChUpwD2x1bVcf5bXwtn13fFc/irpwu/sNY+2N97toPhf9DXOykJdycHGYvEk1T1KKSeGsjSsrOtp20f41rAY20tZvoxAsXLW2E1+xLPNDkAhVDZuYWHdUFZG1jgUemA587XZvjxe9il7iBX704md6FOc+mRDHQ2oBqp32kTaWnAVPbr0S1sbfEyubRlBGuq8y21edip/2US7Xx9cvIWaaeamPLakV9qdE2YdpPjfWea2P/5+sgG9/OtrFr133la1gp/CvXJtP65G2v2EJhSIh28dsCqzDjU7eynxftbrZhylj3YlntaJpky07033gyItKU/RvkciVxEHtRivEjU2eJkfgIz+BoTBuR/Bon++3i34mDQ/+LV+2gPHEabunDZkNO9xy47x3cimPxzdE6wk/FKNSgDX88qP2EFBriLZ6E4EDzMxZ+1G4d0P5U3rHu/NEuK7LqZe0XPP68FZn6jHVXXPtNRBymPm9t194UssVnIb5+sjV4aLk1ZNhCSygQitYF5dbgiU1Wsjit1oLLTH+7tX6iT6a1QaQz2Vpv1EGls8BJNX9kb2PLiq0SbWzKxNutC6busmY/rv0m2dpQnDsyXf+EQbWNaIth33bbx273BrfNA9uvfrhXRhzNF+nMz3+TphJiXKl+8Mi8bM0WbTyy+R3tN8jWhp1tY902l65v1/6ANo43WVW+9rNlzHbvxjYOUeec2ljHBY5xRbb4LAS0nx1mtJ871pP3k5R+cNr40SPWkXZx/rDh1hChNefKm4u/Ye0bGeSusw4mh0E4VLnNMhoY18KRI/recrnwq/DOjNksqPHRif7KlSP2+LggcGzlAdFekctl2wmn2000ZxrsZ0yVcT0TUkhwpjgHIof+jO2J5Fuxhx2v43uHjkXrdae58daF/bFmwMfY8FwX2HKFohKr2xrcz4ZyBXD5nkewy52xqsCizVdiiCisGAvCRXH+uFIdJ4mjaU0LyusaML2bFu1kbONEHPW/OxprppfgTKeNh5SgUX7u3J3DzFheKcW8lk1u+0SnX4UatOBxNetmtx+qr/K0X0XjckPGJhKJYPOOVt0P0umILiCCD/FvcnbdaUMdbmN/Up49oxwXOfHWafj+hKO75/OrD2UPWlaLn0yLinLYbTNk2nc87Re7dwV2C5nLje/j0ekNyn5x267kDGX3trF93cs8lNPhNoXVxuGRYz15P4meGnxT2DxrBKKVKzBs1XNINAasbMvCSfMfxFlPBrnbMCBgwjcTiVd90/MByF1+LrzyKTScJBc197HZXPX18jXcGunC9SmmXfGCz+LuxfZXj0zsfumQPiKksKBSHBK52n7/BODqm/TnyUDTCK+5wyevTODq1+QDspAwP11ZaG0Y4fmcPGFpm46THMIf9wDDTs3xSdRBwrWx91O8dBc/U2htDOx9NamMlZ8xQB95ScqIl5O25Zh8/1y3H6INUnnT0flEPsDkYqJ1ThsHm594PsULF932sVAqdWR3s2cFJhhjtKRsLppFYTzFOWtg4FZbyYdvN7axtOlccDwi2xJuGweZRhRUG+eRmrpaDBf1UC8gOiw3xFnu24TP5Ug6xV1x8qcxUtyzKxb/LxYJhW6nR2k8GoMynNorUAqxfAYdi1h3Kfti7G8I8XKX7p5ISE9DpTgH3G2ohJPK2/cW++0Ej0Wr88ZsOO/NNp84M14hHxZKrBRnDlQ+ZXd87RY5m/wcEto9UGfOFA/AmWVeBU8+mNLnpsujfR0hexsfjTXuqmrDXd9Vuxvk2sa2nPdFwnduoIxU2px+WI6aLXPS7AXd+Tb2zOyo1eKpq+1nzzDa1nFduCVgxjYuq8UDxhh1nHd7LX+b2D7vwzfHNu5MI6vFTrrdhIKMBxIps2c91cZhqtWpup86DVtahGJ8/5wO/WDDWzeNR/uoIDcLh3IxTZYMPB3lSCBwwjh6DL4i/oyc0N+jMG7f/SEi5/xdqhKZQ/t1FqevOkxohVjXKY+VeuWtj4H+x6QZx9070UJIrlApzgF543DcmSM+691WZ/TfoTbyISrkfpCGnHQmbngaf06oxS8j1AKYoEe7xLm5qkUvC1bihYneT/kSVya+AfOWmTPFJTh1aAS7H3oacS0Ta0i/0E4t7hPlqc5pUY0XkYXrUto4ejymDfwYV4v0DxhyymkRiT8sSCY0IdpYJu60YWvDXDR/0fmUX4KR48rwwtJFatFXUmaOIWPjxNluLEZXy8/9OtIg321sXShXi5sz7fZK9VvX7sZ2U046LaHwhcm/KTJh0Qu9gn4IJTryqxjetgLzpHIlMjCdQ8XoKkSEAiYXfTlx8aZFuLmtyrMNl3lupjZ2+7wTq/BEFkk35HhcKXTznNtY4IQ7BMmEw/5hDVmvlB/XiA5EqSjc3ld1G8vFdFUrsVtHdwi1L22VGPuTbMU4h0Ln03xC1m0YvGY0SU7DdROOxlMPvKy+SKm2VQvtgrcQVD9aFNR+YZHp+/ovuD+dvspwz8mIrRArc767TROdgLzyPdZl+z0D1JanmaSI7VTb412Uu1UNId0CleKQuKvpHXfTuzhnhnfbm1vuOQW1z7zmlfOsOn8Fc5zwdR+KB3LS3CJoZ4nsn1IjQsZ2wbRgpvvJuQYPjmv22PhJ+9fJka1JmapXMFM8yMzkKhqbMS+y0v18vfqMZmyrKwssm/OpcvfSX3boZp69jfthxpIo7oy8i6gpJ1yy/bqxjQeejuGRvbi5ymlj8cIQWY5Ec/JXs6LTN4n2inhl4rXYZshIpdDcAcSVCbDH7GwbJ3cscNxreHZCFLcYq8Xlj5/EzvGbApm7Rhi7pIg+eioiXlS0yUvQzhLZ21jKpGljqVy1yF/DqvG0T0nZomT9KxqQEOO2+YZk/IRlJR57+lza2J5dFHR06yi9H23SJXB1/1M8X4yyt7F5PUibUKFEOyYvATtLyKbL1sxOG6fKVWCRVGCdNq56FONblot7gykZ1D+pYZ70Rb/Ie4VKd2HHla7OUYHL60rTXi8pJltqf9/gHz4ZeIb9FW3zmo78VLT/msnUn/YXOnn/vr0jL787XrfN9ox7n+NSrs9OjvWU+4mz7Vzg7hMWWnfINRajktclIYWGRfokqSvDu4OA3StInmEbdwdqh5Vuv35I19BqLRgmdzzYl2FXhDDYu2t0xc47KejdPrpjt5TuGutHHhV1MnbqIaQQ4UwxyQtiLMFq/SWWtEUwfNx5gYueSOdgG3cDso3jG3D7lggiEzmj1TeowCL1tWFSh00f5LUXlzuhRCKYPLorR4UYf9LUbU0LIpGqrjUz6M6xLk2kZm3F5FXJnXoIKUSoFPdZUj9tdh0xNMjPrjfIm95z2BLwc6qks7CNu544mmqk+cBKROq8pkakl6NtnJvv7IDpgza9mbAsgnkt/gWe+SXRNBXS1O3mSC22meY/ead7x3psk51PV7YdIfkgIqeL9TEhhBBCCCFFCWeKCSGEEEJI0UOlmBBCCCGEFD1UigkhhBBCSNFDpZgQQgghhBQ9VIoJIYQQQkjRQ6WYEEIIIYQUPVSKCSGEEEJI0UOlmBBCCCGEFD1UigkhhBBCSNFDpZgQQgghhBQ9VIoJIYQQQkjRQ6W4u7EsWPqw+BB1l/V3nA5NxY4vRDpTrMx1zi+dyqsby5kL9rjRni6mO/uq+5Dt1z216s6+ykR+y2C3X7ok7TonHSGk90GlOCfkzU4fdog4miaNQHVTXPuLjFgjoqUjUFJ2tnIT07TDY40z8Kmz67E2oQMKhdjtoly34zHtzYnEFow+W9Sr8Qkd0IWocs7A6Ls70oAJrJ3STeXMiScwV7bflC14UYd0Gd3ZV91I911X3dhXmejM9RrAi3fXq+tqbkwHeIihQd/XSspGiPtcowghhPQ2qBTnQKJpCqKTNgi1gXScSqxuew4J4bZML9FhXk49vb8+CkNnX1Q6i8hfH2UkeiK+og+7nIEn4nx9GIZe0X74AoYO04ddTY591dOzgmGzz+266gy59ZWaWdXHPUHY9hs04GR9FEQFFun7WmJVpQ4jhPQ2qBSTAuVkDIrqw7RYOCBnb3pwRkrOvskZ2bAP9fNP/4I+6nq+MiBbAwplpDW/s2m5ombfGp8Ir5iXnIhB+rCrCdNXVlzOKvfgV43Y7ThajP8DobXKMNdVngjRV5ZlzyoHz752A4ktuEiM/+2hB2B/DB2oDwkhfQ4qxWGQMxnGbIZjMxY0w+GJC4hPwZXVfo0/HS/JMI+cCvHiiU8jU3hEEInow3SIumwXCunQlW9g9lXVnoevrKfzN2O9zfg0Mp74AIExk8chsvKnoRS7iKhUtmrli+x56ReKuv/AyNqLMUaHeslcdxnoaR8d7CGLzKAr/xGzt94dTrErsPZTLxSTHsLTlf+IGQGKZqZ62xjxYWX8QhUXY3XkYQwNpdiFuK7yRYi+sl8o7saq0nGYWaEDFQH1TAkTfuevapegc1JxZF2i1VhY+R/4mnixuSvupJkeOS4IIX0YcYMgWWitH24NGSbc0HJrsHDqWLsFrVpIcOTIo9b8ocm4IcPKrfmPHrGO6HjLarfWTyy3qta3K9+RI0esRxfo9OqTCaWkM7TBelTIurQ2iHKIsPYmq8qVsfMyOWLGa2eWNxQy30Cn43NBlzvXIvg5ciRu3Tn5O9ZRIxZY4kHmJf4v1qjh860723dYN464SshI9x1r1IYUQeuuyU68cMO/Y93ob78jIg0R7sqIdD45/BeWUD587LDmiLijJv+Ltb8j7dLdiP6LLbTrNSelM2S72O3lyKh6y7ppCYXbB8m2ked4q++XEW7hDh1nIvL8togTbRuTY6vgOWLt3zDf+qSoz4Up48rmyKO/MOot2kDU2ze6jPa1ZT6ZImOpfJIy0gWNP8vavlDEqXFv3m8KFVFG0T6flNdWwHg4INvWd52pMDEGD2j/dtF2sr2S7SPSkuNHxytaZR5OOiLPdnFvULKp940DGxaoNOQ9oNPtl6f7HCGk+6FSnAPx9ZOtwRObxCM8iFahyCYVXkXrQltZde+OjlK8T+glWvG9zJ+enc6lRjoqX/Mmq266QkEfttANS5HR6STz7gjt1sHvfMPaNzLI/cx6U0uFJg8Pi6SiGqwc2EqxeGCKh5+r8ImHo1QYzAfh9oXeB6P9IDZl7Hw8So/nIevHq9gVqmKS8YVCYSvFXoXFbovki4VOw1RoRLtf6JFJKi5h6RWKXcYXCo0aJ+ZY0m1qtIVMw1TynBcrT3tlHG+p5FWx6zKyv1CEVoo9YzS1jZ32k9ejozyn7TOJvE+I9lMvd51pQCrFhPRaaD6RJxJN67AZlZhpLh6raMDqamDzDq/B3O6lkxAtnYO9dc1INE+D+eVVpVNWi59Mi7qf+oZM+w5q0ILHPcmUYl5LA5yvjtFTU7/fyk99m3e0uumIfzlSggHrHsRZTwa5OpykpboNaf/3D3fj1mHjsO8/Zqb55G9zw7K1WOY0jvzEPOx13PN00vBzTMMiXDXEaRcLZ5473LM47cW7H1X5rL8yrAFmFDPuvQv/Xvl7fO0fvou6glx6/gTq/uGnmLn3S/j3/2gM/OTvUnkl/tJwofZciJm1/fHUv++2bbdjrbh2b3+snuzEC6LVWG/KKCKItOxRn/XDjL8xDXdhXy0ws+a7uKhDO2d0NQmsnfpdfK2lP27ffBeWej75OwiZdb/H+bWXG+NrCK76zpcA0RbKdluM44UtYox6zH4uxLJlhowmEvk9trU66Qinw4MYdGUjPl76Jdxa910cXaA7ZzzW+F0MXfE6blh6Fx4PfW2lQVyf7e4YjWJQ4LpdcT2ePQNnrTgZj/zBuCcEUTETH28eB6z4KY6e2sM7ZxBCegQqxfmk7HQErsFoP+jZsaK8rhaThcK6+6GnEQ96yu1ZgQnu9j7SzUVzCBs9L3I19HJMvn+um060QSrIOjos8oRAp+O7E6F47fjDlZi976GQNpRennr5TX0kii/tQYXyerTjah7CUzpO8urLr+e0qMuyErhrygx8beuXsj98ewyheP3hh1hdGt6G0sPet/GqPky7YMuQGdOwFo9Ie02njVWf6Ug/oi9tG/EIVjevxY7OKkxdgnjx2STr9AZmTpqBuVJZ1TF+npKKlTm+6v7DZ8+bbsHWG3jRuVkIJe0vQlFeJZVclU6mPG0bcZnPbPFCmHyhKSzkmGivPUXUKbcFqh3nS1gt8osI5Vi+XKRHtKu8J9Q8jEjtD/GXTd51CoSQ4oBKcZ7x3nb1A+ysgZ7ZYOA8W2FtW4HxQYpqWS0ecLb3MdyinBUtY5sgkV/NljlCMc5lCjOOQzPGo31UkFuKt7RU99IxxU7KjHR2E5D70M79vZpN/otQYJXbPM4zU6y2r4q/7ZktSqeD2yvof4qZkXFo/0PmGezMiLqITHLU9XMkvGJnomSGnYhTlc/Gf16QjFSCnDZ+pPL3+GrAThfeF4pFmWews9D17RdOsTtfKlbO2HKdd2z4y2n7fS8bUjF2zhcK8q1zA3ZqECeaLxSdeSFzZqS7kkFXLlJ1eTrkAlVRqsA2DovMT/XXXPt+kYr3haIwX8gIId0BleIciJ5agsieR7BLKmL64eHcYqMjv4rhQsmd19SejGttxLX3l2He1KCnlFBYW2ox/H6pqCYV48B0tMsV7/ljMbpaLQrPgQIzn3DxKXZBer5R9wN3b8TMfV/CQuNhp5rBlUlgbaN3pljuSRrZ+zy2O30tt76q+72ONVA/9HA3Vklzg87OLukfN8ntxaVj+BW7IJz2k7sEfMfc5aOiDLMjQsFVCk0aGYkTp91FI78UMP7y9UIhSGxAtWy/bthL3K/YJYlizNdOwdMrNtovbGYbaAlEy3FF6euY2Sh33HDiRTuIFzXvTiDGudKNLcMNItTbhPl7oZA/QFEv2687fnhCKvvN4zBy690pWyqqaw9v4IBuP6mwDl35uo7tGLK/HqkUbT4p9UU6Xy8UhJDeD5XiXJA2whP34uaqpGmDq79Ep2GLUHIjy2rcuJIb9mNeyyZMNx9UphmEPGdVFSLSxKFGP8iD0lFukfGgklsr+bULX5hQECZ6zj8bM+O12NbYd+76rmK3PtX+T9lV6k/XQx8Z7lW41DZMEeOz9M/QftWVQtEz2k88tNtrI8q+VcmsPxHt8iHua/bHfqk/t+bjc/XA01Eu/25Zh6au1uoEScWu1Zi9lbaZYixtvcdtv6NrduMKj8IgZ+tFe3lkHsY5ph23tK2dquMcV/emUDy8iu+Ld7fm54VCEh0I9ZsRe1ZgY9e/VxiKXatnn2J7ZtIYO45zlWf5UvdDeys1N/4ePCvGkTlL+eLdDd7ztYxHcYu15ueFQjEAZ5bJvy24vTt+ddM1h3oYq83+Eu2qXnh1+6nrV4xT7y1P3u/0oYtxb9WYMmMa5BcmO13X5l+81Dbm5YWCENIXiIg38dynIAnpCLGFGHI9cMfehe4CwbwjHnIXXvYQvrJ8HZb3Qv0/Vj8c12yp7No26sMkmr6NS5YC87b+s/dllIRDXaMtqLnteSzmAOwY3XGfI4R0CZwpJt2O+zlY+4lAtkd8A27fEkFk4ig+THNFjalWbFy6F5EvfhUjqRDniGy/djStaUEkUoWLOABzxr2v8cZGSK+FSjHpRuQnz62Yqc05JnbRJ9rsv0ZWaMTRVCPapGolInKbvj5k4tJdxBbKMTUXzROXp2xzSLKTaJoq2q8GN0dqsa0tudUjCUsMDY6p2g1b1T2IENL7oPkEIYQQQggpejhTTAghhBBCih4qxYQQQgghpOihUkwIIYQQQooeKsWEEEIIIaTooVJMCCGEEEKKHirFhBBCCCGk6KFSTAghhBBCih4qxYQQQgghpOihUkwIIYQQQooeKsWEEEIIIaTooVJMCCGEEEKKHirFCkv8MxwhhBBCCCkqIpZAHxctH2y8Hq+v+aM4kkrxmTh2/c8xoMSOI4QQQgghfR8qxSbxTTjwnadxDJViQgghhJCiguYThBBCCCGk6CkSpVjbCnfaZtiXTlBSnvggARs5Qc9JekIIIYSQwqAIlGJL2Qy3jxqv3SU4sLFdx+WChbduusRIR7gZm/CBjlVY7Th0lSlzPQ61Bym+MdSXjkC0tFEcEUIIIYSQnqbPK8X2IrrT8PknH8RZys3FUXfcKBTjuJYIh0zn/T9OQX83HeHWTcHndDwQFwrxjfjwzLnJ+EWn4cOrhGIckFUkElGOEEIIIYT0PH1cKd6O9+74I45pnIuTXJOGMTjumjPx18ee9c7yZkUosPGn8YGc+XXSMtn+b/gwPgaf//GYZPyYCTi25I/46Hd+rbgCi9qeQ6KtQRwRQgghhJCepihsij9qMEwehHt9zUtKx82Fz11+G/pfE8GHM3Q6FwSZRjyG94182kfNwYcJzgYTQgghhBQ6fXxLtu14eeQyYNGvcXqYKdkctmT7YON1eP0OJPc03r4U7QuAz++qw0m2SEacZqcJBSGEEEJIz9PHZ4rH4m/GRfBR/VK85Zg0OM7EDff5PTgytvvcV87DUaZCO/ZLOCbyGN6/abtHTrkUuNCOEEIIIaSQKIof75C7Rrz/sPZojrr6Fgy+XE7x6gVyAYvhkjLBaRyz6EGcPlZ7FNvx8gXL8ZH22ZyJY9fd5pt5lkrxHGxGJVbTrpgQQgghpMfhL9oRQgghhJCipygW2hFCCCGEEJIJKsWEEEIIIaTooVJMCCGEEEKKHirFhBBCCCGk6KFSTAghhBBCih4qxYQQQgghpOihUkwIIYQQQooeKsWEEEIIIaTooVJMCCGEEEKKHirFhBBCCCGk6KFSTAghhBBCih4qxYQQQgghpOihUkwIIYQQQooeKsWEEEIIIaToiVgCfUy6CbPFIxF9kAZ/72STzz+WKkOk+zMmhBBCCOk2qBR3M4/d9hQqnhEHotUtHIvtG8sxxo5KwUrEMWrxu3jK0UcHHI/9S0owSHu7hdhCDLkeuGPvQlTooEIglxcLQgghhJBs0Hyimxlz/fk4co9wM47VIel4BTcKhTgyIWrLS9fdCnGBsl28WHzySu2ueBZ3JXQEIYQQQkgHoVJcqOz4T6zEsVh0WT8dQCRSIa743bGI6ReF/ROAqxdTMSaEEEJI56BSnCPys73pUsgWnw3nXMfr+I2wcEhbYP8Ztn1wEsdvyzouG2Hl8k4ijvrfAbNnJE1OBl12OtYM+Bjf+/dXdAghhBBCSO5QKc4Bz2d76X4cx4s6TmEdxl3zjPicP+0fxtof63PXfij8H+JiJy3h5uywpcKQaJqCaGkjYtovUWGTNsApkuOPxxpRUna27UqnoCmuBVIQynB8A6qV7FQ05VI3qUQHOh0fhjf+F7twLL45WvvFuQfuexlXHxLHr3/k7QtCCCGEkBygUhySF+97FhWvH4/9jn1vio2vVIgTuLr/Kcn4GUerT/trQyuP/TBjiXOutDlOmglId4ujDOaTPSsw4c7Tsa3tOSSEW13dhiULkoqzg5wZjgsluqRqJUpXSdlNmB7VkVnZjpdHjUd7kJuxCR9oqWy8+NbHwIBP41RxbIkXkLXiBST63GcRm3A0cOh/8aotRgghhBCSM1SKcyBy6M/YLrRFZ5LTw47X8b1Dx6L1utPceOvC/urT/obnDmuhQqQSq5unwdFvB55Rqo9MWnBt6QiMXxrFaqE4L8p5G4qxOP3JB3FWkFs3BZ/TUmGxduzGJ69MYO/XxcuCeDGRSjIhhBBCSGegUhySQZd92V7UdZM2Zwg0jfCaO0jF7erXhDKtY3svlZhXVybq0YLHW/1vAyFx3xT8TseHYNBJckb4XQx5+NNqxt4zc65nkAkhhBBCOgKV4hyQirFjyiAV5O+lmEYci1Ydb7qdXbaDRPjFcUpWH3WEU6dvwjahGDfPkjbHuaaUH/MJnPxpXCD+zP6612xl+x8+xgVnH8/t6gghhBDSYagU54A5wXnmiM9ipA5XjP471EY+RMVtr3jkpDNxw9P4cyLWiGjpiJQFdZLoqSWIIIFXhQLr2ANPWNamYztGVCjGqyfuxZJKWzEOX+Y8mU9ES7DoHODWtbuxXbebWmj3GreuI4QQQkjnoFIcEvlLdEmzCOFuehfnzPgyZriLzU7DLfecgtpnXvPKXWnOJr+COU74ug8REUq0Y24RtLNE9l9qiwgZ26VQ0aAU2Jur7F0lJjz8VWxbVeVLM+hcGaYPFV6ZisZmzPuinW6DXxPvBuSPn8TOSbZbdNvRiN2T/lcBCSGEEELCwJ95JoQQQgghRQ9nigkhhBBCSNFDpZgQQgghhBQ9VIoJIYQQQkjRQ6WYEEIIIYQUPVSKCSGEEEJI0UOlmBBCCCGEFD1UigkhhBBCSNFDpZgQQgghhBQ9VIoJIYQQQkjRQ6WYEEIIIYQUPVSKCSGEEEJI0UOlmBBCCCGEFD1UigkhhBBCSNFDpZgQQgghhBQ9VIq7G8uCpQ+LD1F3WX/H6dBU7PieJnMZcydMnV2nQwkhhBDSPVApzgmpsOjDDhFH06QRqG6Ka3+REWtEtHQESsrOVm5imnZ4rHEGPnV2PdYmdECP8ATmnj0Dc2Pa21kSWzBapPepxid0gJdE01S3XWQbFe0YIYQQQnoIKsU5kGiaguikDehRXa3XU4nVbc8hIdyW6SU6zMupp/fXR2Ho7ItKZwk5qxs9EV/Rh0FEp29SbZJoa8a8Mh1ICCGEkG6DSjEpUE7GoKg+TIuFA3fX41NTtuBFHdLdyFnt0XcnwinGgvNP/4I+IoQQQkghQaU4DD47z0y2n564gPgUXFnt1/jT8ZIM88ipEC+e+DQyhUcEkYg+TIeoy3ahkA5d+QZmX1WNQTpYElRPGWbi+N12CTgnhQC5MZPHIbLyp8osQkRlJCIqla1ahBBCCOkZqBSHILbQtvWcsLQN2LMCE7Ttp3QNhs2pZbWivjQZV1I2AvWt6ZUtqWC1Nmgb24XJhFLSKW1Eq6lxKdtcERbfgGpXxs7LxDLjtTPLGwqZb6DT8V3AoCsX4S9/mIkx2u/HshK4a8oMfG3rKVjdvBbLKnSERNvuemyBVZhho6z9d8WfwNx/+C6OVs6e8U2Hk6eUvciUi1Zjxx+uxOytd+PoKVtwIG27XIhlf1iLHVdmnf4mhBBCSA9ApTgEFY22Dey2ulKgrBbbtE2sdItchSwmFNk52FvX7MYlVlWheZZQVlMUUTnjaCu+M+M6vUYnITudfUY62+oSuFYowd5kWnBt1SuY6cqUYvMsU0akU7kCw1bpsmiXLG8Y4jg0YzzaRwW5pXhLS3UnliUXwP0UM/d9CY/8YRFmdFjHfB3X1rRiqFCq/yKU1b8s+xKeWrExdXGfeAGw4kKJ/oefYWbJlUo2VbGVCu8PsTryMIaefTu2y3N0DCGEEEJ6B1SK80SiaR02oxIzzcVjFQ1YXQ1s3uFVZ3cvnYSoo0A3T4OpYql0hOL9k2lRoY9J5dnCkGnfQY1Qgh/3JFOKeS0NcHTc6Kmp2qH8XL95R6ubjviXIyUYsO5BnPVkkKvDSVqq20hswUX/cDduHTYO+/4j/UxyWG5YZijVA0/E+frQ5Na5M/CpSQ/hK8uE4txwoQ4NIooZ996Ff6/8Pb72D99FnbfLCSGEEFLgUCnOJ2WnY6A+9NB+0LNjRXldLSYLhXX3Q08jHqSo+kw0Ssrmojlne9QKLGpbjsn3z3XTiTZIBVlHh0WeEOh0fHfimCrse8idke1qbqgdh5Gi4W998omMVU6adMgZbJ9JByGEEEIKHirFecarOOnP6GcN9MwGA+fZCmvbCowPUlTLavGAYfLQMdMHiVSMnfOXo2bLHKEY5zKFWXjmE66pQul/4GvKLji7qUKndOcBQhFvForx1rvT7jLhmnRExqE9gy00IYQQQgoXKsU5ED21BJE9j2CXVMSEpqWcEzfyqxgulNx5Te3JuNZGXHt/GeZNDdJmhcLaUovh90tFNakYB6ajXa54zx+L0dXSpEJHhqLAzCdcopixaS0eqXwDMyf5FtVFT8Q5oo7PHBIKrKy3tAeueQhP6egOIWeol30JT6/4aapirBbt3Y1VlVfiL5u8u2AQQgghpPdApTgXpI3wxL24uSpp2uBOvEanYYtQciPLaty4khv2Y17LJkw3p4lNMwh5zqoqRKSJQ43+UZCgdJRbZCyik1uW+bVbX1hiAyZ6zteL+twFfb2fMQ1r0V57ClatN/cpvhDLpAK78mf2rhI1u3FF85WY7WuvoO3R/G3qkamYqfJS6Rq/SvfYLx9GpPaHWeyNCSGEEFLoRCw5nUZIdxBbiCHXA3fsXeguECR+4mi67DJsG3cf7k/zi3+EEEIIyT+cKSbdjmvSof1E4pi5sFUIIYSQnoBKMelGpInHVszU5hwTm+I6nCSapmozlxrc3JZq2kEIIYSQroXmE4QQQgghpOjhTDEhhBBCCCl6qBQTQgghhJCih0oxIYQQQggpeqgUE0IIIYSQoodKMSGEEEIIKXqoFBNCCCGEkKKHSjEhhBBCCCl6qBQTQgghhJCih0oxIYQQQggpeqgUE0IIIYSQoodKMSGEEEIIKXoilkAfk0yIZrIQQSSi/SQF71DqorYq5H7w1V/+652INrZ671jvlnGYN0RZZXF7QWOrdhXlLLySyvGqDyUFWcYccSqUbVzk5Z7ja7+Cv2YKDNF4svki3dJoBdJXus4O3VP37qFIZorlQPKMpJyJNYxAtCGmfSSFxAZUl4o2KjsbJdItDGqrPtwP7Ztw4ILxaB+l3YxN+EBHdTedbeNE0xREJ21AQvt7E1ZcjkM9BqWrKex6fLDxerRfcAkObIzrkK7C/zDNlRjqxfVdX3CXnoW4HK9Ofws3samr27KriePQVZeIcXE9DmWqSp7uOVZro6f9gu/dJJg4miaJZ1LpFDR1w42mMPpK1LnGKUP31b27KA6lOCYGUmmjuK2TrqUU81qeQ6JNuMYKHWbQZ/thO16+ahNwzS0468kHbbduCj6nY7sV9XLSt25S4RGKW+UKoK7ZHoPSNU9DVMcWJhE5zaKPu47e/KKTEXFPGb8UyfuOcFuml+jIXowcExnHRZ7uOfJ+MasFNauS7Rd47y4UOve+3zWIfuqWmdKC6asSTG/W+bfUolyH9hVoU1wMdHLmkGRh++/xEcbgs5f3gYdxbya2E5tRiZm9SCn63OW3KYVmMMdOh4jtaAGqr8L0wn7zyZESDFgnFd3bMCDdsMjTPSex6xHsLqvF5QWsB7vE5cz4UrxVUM8zR0Hc1OVjsFf1VS+mjyvF9ud65xqyj7Wzg5KYcUHxKTiy2utgppESaZfB+es6FeLFE59GJhz2p7iu/zybCace2pepXmZcUHwKjqz2OphppETaZXD+uk6F5IBMQzm/3wkwMOMCopPnGHI54dTD8Rr18ifliQuITyEp68E9Xzsd7ODIZ5LJC276jjc4P+nXB4HxDm6ccjrQgxmfSS4L8iTHBeGGG3JpRNMizlHlc71GmXWYgycuID6FNHL+dLzIMOdvOpnsuOfavjRpGX4jPjU3Iy4wXuKTCZLzxwcnlAVxkjxROR1k4o9z/U5AOPx1MMtt4vqN+NScjDjldLAHv0w6uQyUTMFnxz2O96VZSXuuJ+eALJvzN+jYwQnTLpVkuCkXJJkJ/3lmWkkMvxGfmpcRp5wO9uCXEU7HFAN9WilONE217V5uaBG+Fsw0bHE8dmdWO5omJeOknUx1U3v6gSAGibRjU7KmzWJKOlPQFDdScT5tx2Oo9+XlwWpFvWkXKVzX2MmJsom6BLo80mv7ISPiZWOGtuVreEz4H8P7jm2fcC9vt6UUsaVJuz/p1GyHjpOoGRD7Rv/WTY5cji8ysUV2PapWYDfasKTKqZdwpt2ZaLPWhhHJOOGiDa3pu1xEJO3YFiVNX1LSGYH6VuPmmZc2DoNh3xYwvlzzc7c8FmINTnxqeZRNsnF+yaQNMIeOkEi165O29LnauW93xoS0Hb3EO14Uzstsu2dMtF+Vm91obKFdxglL24A9KzDBKLdZZCvlnuPrTx+WcY2Z13BKOqWNaDUGl2PGEY81GjKyX7RAGERfTtTnztwi/FvmJtMyx6g212o17wfSLlrUK4lxD9Eu9Z6TKhMV6VR7Cp16XXXEnt3T1/I+ocNtcrjnZCSGBl3G1HExNWl6FeqaSb0eUu8nebpmBCfNfxD9r4ngwxnimokFjE6ZcZDLAblupbqp1R4zqp/N42SfO9eWbJNAs0Bn/Jn3lJTxl42QfRVyrIfpq+xjvY8j3gL6Pq0N1uChDZa4OQfQbq2fWG4NXmDExpusS4eWW1Xr23WASGKBlHnUOnJkn5Afbg0ZttCXnp3OEDEKXVS+k631ce0X6VaJdAcP+3YyzC+j0zHz7hBHjmi3zzo4fZy1/559yTDNm4u/Ye0bGeSusw7mmr2qm1mPAHpVP+RA7GfWvvN/Zr2pvR5U3Pc97fnm4nFe+fZ7rf3ny7BviH7SggHnhSJLP6j2m9hkJaNbrQXDvO0eXz9ZybSLsfKokB9itpNGpXOZkY5u0/lOMvlu4zBkGl9OeYYOty51xlPguBhumUMwpb0C6mCPycBcQxCzXhJ9/1JMe13a1XW7T8S5Y0LLJv3hcfo0uOlbrfm+68xqXWgNMftTy8x/9Ih1pF200zBx7ZnXmMKWcdtXoPI1+sT2izFljJ3UMRmejG2v+krEi7I6IoHl8dxDUtsiVSb1Hq1kOliHQDLdUyTZ4kOSsdxhrpmU6yHgPp73a0Yg6z/Sea7pMHkfDXyeCbc45QJLiyqbqLcc+/Z4scd02rZS9Qu477jjLzl27PTSPQMzk7Gv3LzSj/UwfaXOyTLWPagx4u3b3g5timO/xJI9pZg31TDUiU7DkrpS7H7oae+b/pY54q1pEpactRyJtgZ4THtUOpW4feFY+aJhu7E1mFfWhm27vG9ZNasM+6OBp6caqkciKm8xznRaOjw02/GyO4NwIz4U2f/1jjnujIIzAynfut1FGh6XwZatqyjEfug0cRy69zFgXJWnPU+aPxfH4DH8j29m56hrbknalo79Eo6JvIS/vmZ780JiA27fIup9tbn4rAKLVlWKNt3pnenYswLjS0fg2vZabPPby6l0RF8tuhJDnDYeciWurQY27/DOl3R9G+dGeV1zciFWxShMjuzFSwdtb+zeFdhdvQyNY3WdhBs7pRblex7BLjUA42ha0yLSaOhy+0GXcXMNe+NTcFQXXJeJpnWpttgVDVgd0J+bZ41AtHIFhsnFPr5FPiqdslr8ZFrUbb8h076DGrTgcU8ylVhtLIAceEapPuoa5MKkRbqo0ZFfxfDIfryq+jOGjUvbUHNrPcbq8lrWWEz13HO0zCrffSaFCCJynMSTY6evkP6aca6Hekwb4tQ7imnfM+8nXXTNjK3DWWunAPK55uy6UTIFgwOfZ8LNH6tOC41puyuOl3R4nYJcfJ4cO9FTu/bGkX6sh+mrsGO9b0OlWBFF4Fjd8zL089KmuhbzvhhRgyj4C4j3021JWQ1ubst1z0xpuN+MeZGV7mcS9bkxp3vsWJzu3hCkAmYrXM4NIvmQFYnKm3eQ6xEKqR/yx1GnnaKPvPz1Na+SftQp5o3X7sPTc7yXZ6cUZw7Uhx4S+uapEQ+CeROTD/pUfCYaws28X67C1tEFyrBTzTYWLwRtyYeIwvMpXriqlXjBrdQh/HGPP40+QtnpCBwW7Qc9L6Q1dbXiQSuV5VZ590jFZ6JRUjYXzXJ1vo7ufnzjXbxob/G95G2+wSzv2ZiwbG9yHCcOYm/aayZJdPombKuL4GbnmtBmB32BbNfM7qU1nvYruWGrsRtDV1wzol2lSdqMf7Z33zB33Qh6lklXFGQf6xn7KuRY7+tQKdb4rxvlTXlQDLQV1i9uxbWBimolbt+jtyoxXO5bBBlbnrSJ/LAC47tgO6Wk/Zrfzcq8P2YXUlj90LV4leBuxN/Gyp/6QjKy8TmsnrgXSyq9dqE2pZj3q9Q27ugWQQUzu1a9DHF/ndwHywCcWQbsfdW4OGS59WFvx1sPXa+zBhpfFQSnigdti1CM75+jbEtT6i5eph5IaT/fi0eBUXPrH1LK627lFx2IYeIF8I/mW3macSoVY+f8bXUQ141QjPN90y5Ayus2e9tOOWe2Md/XjGXv7d3wOI5Z5Nu1Ra7NCHyeCXdTaIPrPk3GvsphrPdlikMpHng6hstPeK32g1c5HWV/DhLKlTI413HxDZi3bC8mez4zO0iFdTkmt9mKqjRxUASlo12ueM+P4vxxpZ2bgUtzcrebT/Syfug8JfjcmEH46x232aulZRmEe+umZfjorCk4Lu+zwAJxYyuNSFMRobC4dXfizsP4Lwold4HdXnZcK+pnbcXwusmBn8wqGvXLh7lgKjAd7WyJHLF/GKKn97CuGF2FiFD25OIUT53cSpXg1KER7F76S9UWMk4uQFKLvXLGHgtug6ljN6O8Ez21JOXzvpOb+swqrqN5Usl14lobce39ZV5zJgc5A7WqCi8snWQrxjqhwHS0K0wqcNHECJpn2WPbU2YtoZS6L0aweY0z1uVCphos2aOjHXznDzn/qyjvyE1bnGs7n78gKcHIcWViHCxSs+Jm/ZNFzuc1IydyLsHrayI4dl3AV7R8mk+EwF9X1297C4wwfRVyrPdxikMpVrapZWg2PpMlV0zLz0FCubrf+GxatRKlhm2OQtzgkvc4cY6cLWmTJg7OaueAdJQzVogK5KcK/63Su/F3crWp4yYsK/HY4OWG/Rm+IPZB7VX9kCNpTpX70NqrpZOzFu+/NAX9/RvtdyZvD6L+UmFZZnwmc3efSDXNkZ+395k2gwqzjfXLh3jRmOm2YVA6tjMXlIdvY3s2SZq93N6pVc6y3OnbMag8HioakBBtZ45P5YxdBJyXBMc8Z/UZzcr2NleSX2mW4yNRro8atN+c0QqqS4b6ZUTaCE/cm/y8L5zbV1LJFddRxBwzN+zHvBbvp1dP+4n0tolrWY0zZ3wFpaOcsSNEYB/JMH2YK7JMac8NystLhfoakuxPxyXvS87LtzPWa/DS1WIMqPGaJLkTgXbq3uVtv+wYa0EaHhfFf9zdXSJwZ4mOtpmHzG2f7ZpJMRtxnLHjTb6uGTkT/OeHx+DzXb3mxTOm0h0bz2llgpCsX/IeKOX9rRcUFhYzfz/Z083eV+HGel8nIt4UCvU1lPQmEhtw6bcewfit/5zjg4AQQWwhhlzfgprbnsfioCnrAiZWPxzX4BbsL2QbAZJH4mi67DJsG3cf7i8wk6zeAq+Z3kKWsd4Hn/u0KSb5JeWTDCGZ0J/p1rQgEqnCRXxGFjfu/SO9I6RPEDC2/a5gccuo/X0IKsUkb0QixudZ8wcjCEmD/cMuNbg5Ird+66VbAUUyfdYkuZBihpDivGZQPYbsc31IOgCvmV481uPJH0zy7M7TN6D5BCGEEEIIKXo4U0wIIYQQQooeKsWEEEIIIaTooVJMCCGEEEKKHirFhBBCCCGk6KFSTAghhBBCih4qxYQQQgghpOihUkwIIYQQQooeKsWEEEIIIaTooVJMCCGEEEKKHirFhBBCCCGk6KFSTAghhBBCip6IJdDHJAtmS0Ui+iAN/lbNJh+E0zWRUCdbKs9wsn0c0RCWaIe+2BLey1XU0V9JWXd9qOij7UAIIYTkG84Uh+TF+57FJ698Cp+84il84opnsTahI4KwXsGNQk7JK7cbj+mo8MRQXzoC0dJGcRSCWGN42Q7Qfe9OtnLfceJomjQC1U1x7e9DJDagWo6JsrNRIt3C1N6OLdRxwkWFbH1XDQhCCCGkj0GlOCSDLvsyjtxzPo4sOB4jdVgwh7F23mu49ZxTbHnlyjFGx+aCnPUtiJlfpYxNQVOmF4E8kWiaguikDeiGrHoppZjX8hwSbcI1VuiwJBWNOq5tOWp0GCGEEEKyQ6U43yTexYZDR+POr52mAzpKBRYp5aZBHBFCCCGEkK6kaJRi+UnedEF4ZHRYLpjnyb8dTkucJM0VbKfDAkjKBMjpcC9aVvuy40tbpxmYnyubLj4Lznmu10hLh7mYcUHxflxZ7Xdww23nJRlmymTNixBCCCG9kqJQig849sAZbHy332bEX/EUbtwh1aLwPOacv/hd7MLHuHpxMr0L7zuspcIQR1ONtguV9qNpTAksqxX1pUn70ZIbWnSMRKchTR5c01oLcWmaIGQbwtqZxhbZaVetwG60YUmVkZ/HntVO240TTpY7nkMDOrawE5a2AXtWYIKRlqe8VjuaJiXjSsqk/XB72r6Simxrwwhb1ixzSjqyrYxUtI12a3wDqh0ZaaPbmqtaLOSlch3kCCGEEFI4CKWhb/P48xamPm9t194gYqt2WZEftVsHtN+Kt1sXTN1lzX5c+01E3Mipz1h3xbXfT7b4HIivn2wNnthkpSbVas0fWm5dur5d+wWtDdbgoQ0iJklr/XB1vpQ68qiMH24tMAXCEm+yqoZOttanqZMqpyfvdmv9ZeVpyp6Z9HWWiHQninTNSoiyXSraosptC1umav0+68iRR0U7DbeGXOZPz5YZIjRcF9V+Rh2VX+Q1bKFbr9R6ZufNxd+w9o0MctdZB43uC0WWfvBij5H5uRSWEEIIKWKKYqY4gg/xb3Lm15mk0+GKRBz1vzsaa6aX4EwnfkgJGs8BVu5+RQsVFommddhcVoslosyZqGhsxrzICsxr2oD6WVsxvK4Zi/JuoBzDxqVtKK+bbNg+l2D64lqU73kEu/K5Yi72SyzZU4p5U41KRKdhSV0pdj/0tGdGfffSSYiWzsFeUedE8zREdbhCpVOJ2xeOlS+Fthtbg3llbdi2y9y1Qi5qS9p0R0/1pBKKk+Y/iLOeDHK3YUDm7iOEEEJIN9L3leLR5Tgy41jcuk6bMwSaRnjNHaS7+BmpTBcmB19qA84a6FX0AinBtEW1wLKV2Fy9DP+SRYnuDMNODUq7DX88qA/zRhSBuumel2FmVV5Xi8mRiFKWg804WjDTNZ2QrgY3t3XFnr7Om1aAI4QQQkjBUBwL7aRi7GyPJhTklWttxTjJ0VizwNk+zXDXd3YHifQ4M5QdYeAZpUD7QWNmVKalD02k3XHlSpSuasa8+JyMtredxl8A5S3FmQOVL68EZlV2OrxZnYdFbcsxuW0Fxje0BrRPJW7f42xflnRb8vzi8NZN49E+KsjNwqE+uJUyIYQQ0lspCqVYKkSuu/DvMFuEuTOC0eMxbeDHuLopjgOmnHRaROELk39TZMLi/AhDmr1/3U/6Pr9D9NQSRKRpQlzLxRp9C+3kOXIh2Rw0T1yORRW2OUNk6SS1UCznMkcHojQiTQuEUu2UzU2kAhdNjKB5ViNa3TiR94KVeGHiVZieo8VBSt2k03GoGIXJka24Vim5Oi6+AfOW7cXkq30mEooKLGqpxfD75yBqKsZB6WiXb2g+QQghhPQO+rxS7P4Snetew7MTorhltBZAP8xYEsWdkXcR9cg9hTnubPJhrP2xDr/pXTwVEUr0TbY/aGeJML+3kfaHOYTCPFF/0p8glL1I20q9E8PUpAJd0YBtdRHc7OwGcefp2CaVPze9GBqUOUAVVjs/8KBsb8vQfMPZmJjzr70J5XJVFV5YVqNNDYQzdnKQPxixeuJWwxxB5D10eeCPS2RF1G31xL3JugmX3H1C7t28HJPvn+vGlVTJmfDnvLbSsm31oaz3FlH2iDynxtnJIyAd5Yw2Fimk9k+B/JgKIYQQQvJOxOqK6TFCSP4RL0yXfusRjN/6zyFm4GNYMOxG4LbnsbgD7yaEEEJIsVEcNsUkFZ/ZQJDLF0Fpe50WJOHI1G5uHBuVEEIIyQXOFBcpsYYRuHaL9gRSiv/bsilnm+BUYqgvnYPN2hdI2Wxs82+bRlKRtuiVK7Fbe1GdaqLi79cav2kJIYQQQgKhUkwIIYQQQooemk8QQgghhJCih0oxIYQQQggpeqgUE0IIIYSQoodKMSGEEEIIKXqoFBNCCCGEkKKHSjEhhBBCCCl6qBQTQgghhJCih0oxIYQQQggpeqgUE0IIIYSQoodKMSGEEEIIKXqoFBNCOo9lIej34vkr8oQQQnoLVIpzQD7fHZcNUzaMfFdQ9AqJqH8ubdAb2ytdiWVVuq82FlobRqC6Ka79msQGVJc2orX3NSshhJAihEpxSF6871l88sqn8MkrnsInrngWaxM6IgjrFdwo5JS8crvxmI4KjVTo9GGHUArJFDRlKme3k5uS2jniaJo0AtGwbVCQ7ZWZx24TY/G2V7TPYMduMUbTxOVAuK6yEG+agmvvr8LM6SU6TBOdhpkTt+LaSRsQp2JMCCGkwKFSHJJBl30ZR+45H0cWHI+ROiyYw1g77zXces4ptrxy5RijY8NhK3QpM2+9nVijUFIbEdPeLicSEf8i2lNcyGp3quZKsQ7xMif6dPxSYF5LAyp0kElFYzPmYQXGN3RbrxNCCCEdgkpxvkm8iw2HjsadXztNB5CeoQTTm59Dom0Tpkd1ULEwutx+Gbu+q8egeHlb0wJUX5WhjUU/XF0JbFnXq2bhCSGEFB9FoxQrG0vDBeGR0WG5YJ4n/3YkLWlekDQxsI+9YUnMuKB4P66s9juYaYh/XtwwUyZ7Xl6c87TPSCclJTMuKD4MvjTS4pHTYQ5OuPbaBIV1L7KcrtNhJtniHTxyPlnTn05GEfslluwpxbypQXPEBhWTMa+sDUvu5WwxIYSQwqUolOIDjj1wBhvf7bcZ8Vc8hRt3BCgBGZD2nercxe9iFz7G1YuT6V1432EtlY0YGsrORklZjVA2gN1La8Sx9Eu3yGN2YMU3oNqNE07aw6Y13JTKXCvqS21Z80t2Sjo++89YwwhEG1qV3agjI00gclk8lWiaap97Q4vwtWCmk5dwE00TEasdTZOScSVl0oSkPad+kMQWJs9Pa67hz6tqBXbrKIlKo3QE6o2KWq3S/MNX5qyI8z2apeFyxNqxW41NZ1xd/Dsd4ZCI40IdJ+VGpRl3VorN+1OYI8a7xLWdX/uh8H2Iiw0Z/zhOvJoAyr6KkVln4kswclwp0H4QnCwmhBBSsFh9nceftzD1eWu79gYRW7XLivyo3Tqg/Va83bpg6i5r9uPabyLiRk59xrorrv1+ssWHot1aP7Hcqlrfrv0+4k1W1dBya36r9gvi6ydbg4dOttY7+SoZ4W8/Yh15tMEaPGy4dak/PSUz3FpgpNO6oNwaPLHJcpJRfpHXEKEd2thlG2yeFJZWUY6hDVbwmQHpivJdKvJO2w7ZSJufnVeyTgKnvYx+i6//tjVEnP/oEeFpt9sqpQ2z8Obib1j7Rga566yDuSSlxrF3XG0X4xarXtY+k3esu360yxrZ/I72G6jxKcZ74HkGIa4bNTbCjoOMfU8IIYT0PEUxUxzBh/g3OfPrTNLpcEUijvrfHY0100twphM/pASN5wArd3du9X5XEbt3BXaX1eJy46t1dHqD+kS9bZc5i9mGJZUjEJ2VwLyW57DFtzuASqd6GRrHarMA4cZOqUX5nkewy5zSE3lta3QyK8GpZ+nDfBL0KT46DUvqSrH7oafzO8Oo8qrEardOwUSnb8JquXtCwwY0LViBFyYuT2nDbJw0/0Gc9WSQuw0DQid1GGsf/hAjJ5yOGZ20j37s39/FrgHHY3+n7Y3jeLVdH4YmATm5TAghhBQifV8plouOZhyLW9fpz8CBphFecwfpLn6mk6v3u5qzBiJIP9r90iF9JBFKZl0VIhGpLKcxQ9gyN2lCoMwIVuKFHtuxIYpTgyq152Uc1If5wP7sfzoGan8mKhYuQ82WlbgZtXhgYRbb2UCcN60AF5r/Qpvo1q+c1E/7O0n/YzBIH3acjrwcpelfQgghpAAojoV2zmp86YSCvHKtrRgnORprFjjbpxmuC1fvOzOzHUecr49sbF/5GQPUX5eRDUisqsILSycp+9iUHKuXId4md2kwXc/t2OBvEuUNqcCGJSo1M5+iHdgVyu54DvbVNWP10JUY39Ca2n5ZeOum8WgfFeRm4VBo0+S/Rano1mfe8tr05loWk86c6zDwjPB2wrm8iBBCCCE9QVEoxVLhcd2Ff4fZIsydC40ej2kDP8bVTXEcMOWk0yIKX5j8myITFvVDEZl+WKIEpw6NKLOBuMjEr0BXjK5C5P45tpKr4+JNi3BzW8APKEgqGrCtrgzNs+yFY05KQenYTgvkm4GnYzha8LiZn45CxShMjkhTBaF4OnHxDZi3bC8mXz0tcFY8He75OnHXb3vtckSMcsjFhlUrPQvt5MmtDZOwJFKLJaJNKxqXY7JoK7XwL4f2yY/5RD8M6g889Yd33TEqF4amLLQTyDjlfH6HMeXHIvK719QiPFdWOh3vcvKncUEmsyOB/XLhM7UJJI5dD7WhfNx5OfUjIYQQ0p1EhFKQ8jzsS8jV9EO2fax9NiPHR7HzMvNTtPzBjQS+Z1oeCGZfdT5uGS2PguMlKWkl4hh1059x5fwvp7f/lEpxpVTCSvF/W9LNysZQXzoHm7UPqMTqNuMHEuQPYcySuzk4+OJVHo/iEiN9uZPEtVuA8rnNSdvYlHQEZbOxrdlWRNU57Um/RIVhORJZbHKDSDRNwfhlbdrnK0tKnYGaVc9hUU7ZpKbh4EnLU2/ZdhdgR+l6nKHaS/54yiTcvMfXP8451R2re+fwjkE57jbgZQx56wT3i0bQWFdIG+IlJUmTCTVG5S4pSZJjPYk/vdTrRrTTZZdhyVm3YH+mThIvHZdWPoLxW/+5x75AEEIIIdno80oxIaQLkS8K18ftl4eSAFt0ZYIiXjCG3tIDLxKEEEJIeKgUk84hhk+2AZSvn1rOPlTlzzrrQ9JtqNn/pUOweu/ClJ96jtUPx7XxWs+XBkIIIaQQoVJMOoFjZqC9gfjMOjqKa3KSgR4xayASaVKz+nTTFEag+uwVXJuP/ieEEEK6GCrFhBBCCCGk6CmOLdkIIYQQQgjJAJViQgghhBBS9FApJoQQQgghRQ+VYkIIIYQQUvRQKSaEEEIIIUUPlWJCCCGEEFL0UCkmhBBCCCFFD5ViQgghhBBS9FApJoQQQgghRQ+VYkIIIYQQUvRQKSaEEEIIIUVPkSnFlvhnuF6MJcpfkDXoLe1aqO1HCCGEkB6hiJRiC2/ddAnaR4133cvbdVR3IxWyTmlkMdSXjkB9THsLhe1L0X6BaOOburphO9t+cTRNGoHqprj2E0IIIaTYKRql+ION1+P9h8bg808+iLO0O32sjuxmYg0jEG0oNI02T0Qi+qDrSDRNQXTSBiS0nxBCCCGksxSJUhzHB4/9EUdd802cpENIFzC2zn7hmN9DbxuEEEIIIR2k7yvF8ju7+61dHyungxzccO1SMMJcOe0PizgnaQusj7XzY8YFxafgyGqvgzcdHejihJkyIfIKQp7nuCDccEMujWhaxDmqjK7XKLcOc/DEBcSn4Mpqv8afjpdkmEdOhXjxxKeRcdIT/wghhBDSzfRtpVjauCr74Tn4MA789Y45SZviGZvwgRaD1Y5DV5n2xpfgwMZ2HWmj7JGlrWz7Jhxw5C5Yird0fHbiaKo5GyVlZ2PmFuHdMlcd224qmgxbACu+AdVunHClU9AUT68pWaL8TZNs2YmGnWxKOpM2wEzGMUOIxxp9eWmBsMTNNpFt508grtpXtulbN2k50cbtVxl9EILYQruME5a2AXtWYIJTZuFMaxTLakV9aTKupGwE6lvTKaJS3kJrwwhbdmEyoZR0ShvRamqsot2iMsxsZ2nrLfIySekH4QKtZ1R6fdi0hhBCCClkhEJQBLRbB6ePs/bf0679JnbcvsUx7Re032vtP98r/+ZiISPC9o38mfWmCgk4LyStC8qtwQuEehVEvMmqGlpuzTei4+snW4OHTrbWx3WA1WrNlzKPHrGOtAv5YcOtIUIT86DSGW6Z2ah8JzZZTjJ2uuXWkMuSYX6Z3EjXzrqtPG0as17ytXFYVLnTltFum6r1RrqtC60hnjZtt9ZPlDL7rCNHHhXyov2MNrCx07nUSMdurwYRo2ltUO03eNhCNyxFRqdj9mdaZDmD+pIQQgghXU4R7T6Rhu3/hg/jZ+LYiYYdbMkUnHjNmfjrY8/6ZjLlQr06bZdcgs+NGQS89EZOs53ZiN27ArvLanF5hQ4QRKc3YF5ZG7bt8s7Abp41AtHKFRi26jkkGo0TBCqd6mVoHCs/x9tu7JRalO95BLs8K9Qqsbp5GqLaN/CMUn3UBYybi8GXl2jPKTjKOcwjiaZ12CzqNHO6kXhFA1ZXi/ba4Z2B3b10EqKlc7C3rhkJow0kKh3RDz+ZFnXbb8i076AGLXjck0wp5rU04P9v716Ao7jufPF/J2a9pJZ4K4v3upa3eYwAyQLXOtQ/yNgGuZL4GrZWsgQiYBvF3GBIwAjQvxwZJCRYqBuehi0T24BYYxLElS9UjK+zsYZH2eBbxlvBMsIzAzYQHhuv4bri8K/1dTn0/5zu0z2ne3o0M9JIGmm+n+IUfU6fPv2c0W/OnO6xj35wmN6KJRAIiHW3OO2If/7Edkbb4s8lERERdT0Gxabh+Au/AC1yDf+pJk15g/BNNSnd8fh2jN01B3eofMaMHeoK0GytF66oKUtFdRUmBGSwJwIuVebiGqIhUulWfNgNT4focQUjMFRNuoQvu55YUSiO32xxPFrffNc1rMThGaKRV7ACTaJ+ekewGA1tmzD7tdi5CNbJAFnNJiIioqzAoLg9niC4+xieINfKFd49xPzfMWwemg+KwPi15ShrDMcHxmUbEZE9j660D5V+EXcf4z1+Zj7uw8Z3rYC1bQum+wWqBVV4Pe74nUZD2h25MjC2l9+EiublCcYNJ+lJJiIioi7DoHja36N/4Cg+lzfRyWhEpvA+/MeLF9B/bhf0AgvmEIXmt82btuyv1G3FD5YiIIJc88YwNS/S2ID1baXuIQG2oAiMt5Xiww2zrMBYNeXXjpWs+ZmljpvTuJ1X2QwLDstDQA4DiWj7Zc8r+h4miCC3xjwWal5LPRa+VoCauX7RrAhY1QcLvQfXtx2V0uVefhoeLEvwOGfeaEdERNRjcicoTjhsYBpGvLMC/X+zST0VQaT5v0S/Bu+Pe4jlMzTywBwjfM8hLHK+lteePiHHlYogt+kZe969mLExDzvaYuNWJTlO1dkcsczh6gJ8uLEi9vQEn3bMVKH/6IVoI+64yDI1maIv9i5Rx245bkYD+PpF9ZQP/Qkffo2muyKbHCNcfhbrS2P75cSR8kOCCHID8ljY+/zMOdQc9PSQ68dPfbAIyCEO9vHxa8dMDYiFrImOn1YW3YNy1/L3YlGkCod9xw1by3b0sBAREVHHBYyOdH0REREREfUhHD5BRERERDmPQTERERER5TwGxURERESU8xgUExEREVHOY1BMRERERDmPQTERERER5TwGxURERESU8xgUExEREVHOY1BMRERERDmPQTERERER5TwGxURERESU8xgUExEREVHOY1BMRERERDmPQTERZQ/DgKEme7W+sh9ERDmEQXEPEH8vnZSMXjeV+n4MsWDqy6ZTt28zj5uapsyQxzQhI4zGWRNRG1L5DGt33RkWqpuIssYwrx8iol6EQXE3O7r9JG57UqQnTuIbT7TiqCr3Y0QjmCLqmfVlei6Cj9W8lEX3oCx/IoKz9iCqitoTbZyTct30yYC7m8IEGdB2alUh1Irj1lUBWk4yr8U5aPS9uAy01M3C+kAVHi9WRTp5PtVkh7S77swrnluFwMZZqG1hWExE1FswKO5mUxdPxq1XRJo/QJUkcgnL1txAYEbQqi/TujyMUnPTEQgERFKZnhSqRzC/XoSbXU/21AXrGNH2FvLD2MLmEuxomoegKouJmD3IZY0Rle8FgvPQvK0E+5d0XyBORESdw6A4Wx3/I7ZiABpm3qkKOkj+cW47jahvsEGUDULYu6ENhdWz4ddJ3GsVz0ZNQRvWvcoPZ0REvQGD4jTJr+T1FCfZ/GTsZe2sndfKUmWNJbaTKvThqqfKbHa5i19Zu+z2VU4tbyarKEaf5zc/GddyWjsieenzzKTKE0pQz9uOmyyz/09UJ1XuNuKaccrc9Vxkmf2/k8w5Hvp8kVSpzSnT6/i1k2y+EG3chf0owaLKPFUSYy+rclpb8Y3p8/zmezl1Vd6mtyH+uTllep1E68pD5YISoHkXe4uJiHoBBsVpOGKPB040xte4jpdrtPlPvI+X0/pjeB07n1PL7rwp8jfxsN2WSMuPW7VSE0Jdwb3Ik0mOKU4wlMCI7EGZXU+kGRva1BzJakMOeYgNjZRjP0V7BXNT/kMfbZxrtf/MQZE7iEXa+sr1r8TNG61i8/IK0r1ZKYLGCmvZRc0i27xCa8u9vYbRgtp8e55ME83xn4nWZWjbpm9zXDvmsYq1Yo/RjoTqtTpz0JGRAIbehkhmu9oGW0NGWhAR63TquM6dPQwhLM6hpx1Vw2K42pDJfR7UeOsW/XxZ63YdP+/5LN2CVjVLd/mCuObKpvj0EtvXcAXWnQFaN1TE2ipoEHNjvNexdYxdW6ORgWzsvOkvjbh20j7GHsVTUIE2fHJZ5YmIKHsZlJLzTacMPBs2zqt8vM+Ml549YQS2XVR54dgHRmDuKePliMrrxDzM/cA4orJxks1PQ8uqQmP0KhGqeUUajdJxEwx9VmT3bGN0eaMR2+SwsXvmBLH8W8YtmZPzx//Q2O23T8m01Bmjx9UZPlsiiPWUe7ZTbN9j4wqN0t1hVZC6hPtsajFWetttWW2MEWUrnUWsOivfumXcCovjNH6CMUZEzW5Wnce0dszjp+2jlS80xsyMHVNz21zHOAXyWLjWb61b30ezXde6vMdU5cU5j+1L/LEwt3n8amcf4uuodevXjnkt6cfPWpfrmJl1ZnuuHate++c4SZ24dat90Ndlrzsszudb4joU51M/byazjvv14D1XzjF29st7jL1S2T8iIsoG7ClOQ+DKn3AkKj9IWMnl+DX8+MoAtPx0uDPfeGAQXhzyFfacvq4qZZfQq1vQWrYJDe0O5MxDZdMmzH5tOWob96Bmw1nM3rYPlZkeoBz6FdadyUfNXG1jgvOwrjofrW++m9GnYfh+XV9chx1lwP7j7h71/UsmIliyBeO3nUa03n2gzHYKqvBP84Lyw6WZxsz7ESpwEMdczbhvIBt6d76aSoMcG756mrMew5iGB8X2xhHbc9hZl/31/duuXlWIcx7bl2I87jrG1vjeiudrMU1b11yf81BY3RS7doJDMV5NmszzKfbbc8ziXcEnZ9RkB5nXsdhv/akVwco6czzv4RN6H3gb1pWI87kkipqDp9HsGa5hvR42on6avd8Gps2pQuGZ3+KEvuPyGDv7lYdhY9VkO1ovXFFTRESUrRgUp2jUzPtwbgawYK0azuA7NMI93OG2J6NYcFUE02pudong92ER2Nw9ROXbU4z650uwf+NWoHo/ksY5HRbEML9g+8xFZPzb54IRGKomXcKXXYFfRXUVJogTuP+4Z2iA7cwWzNC/bi9YgSb5tA81O2PUM3xj61FDRFISxe/jrlUPzzHe/4y+T/dixsazaT3BJCpXmOgYuwzByAI12Rljh/reSOoORsWHrupSsR8yWE4wLMc15Eak0q34MAOPbkntdUZERD2JQXEaZGBsPx5NBsg/XvM+drqCjQFosR+fpqW3O/sEiYRiPVrps3q43EGDaEtN6cxxlmbv2ibkd/GzV727YmZTCq7S516V2ndvcDVsHpoPisD4teX+45sLqvC6fLqHJ7Xf+56IfT5VVhOqm4V1qMJhZx2/wwt+PcUeVlsJPmwoZhXPMa54/neu/TFTGk8wCcoVegJt/8vU7zrsCO+1a+XigtGiOkS3leLDDdZ1HLdJZRsR8e53W2e+GbF6wscPi7+JkIiIsguD4jTIP+p2GjnxWyhS5aYH/xpVgZso3n7JVU8mnVOeIJ8W87m/ExM8+9cOsOw//LG8bejdBQg0v23eGCbL5c1DMzbqN9rJbWtBbckWBKrrRGBQjAYRUDTJZ69G7HbTMHQEJsihBTIYUet02iiegtmBQ1gob9ay54lgvGbjWcxekP7j5MwhCtq+yWQLFn0PE9q2oEYGufb8lnosfK3APXzDZj5z1gqkzMBYNeXbjkodYd6Ul+SHVpx1iHOfqKc4th3i3D1zCBPiHnVmzxcp7hgX46HygDjH1g2DsbZEMuenSJ7rgHau5Qer0q2+N9rZ5yr+GraJwHlcwBy+EdG2x1b8YCkCcniPdl1FGhuwvq3U94kWcqjM4eoCsY/umyv92rGSqtARobfNoToPddm3K0RElCkMilPk/BKdndbewKT592G+E60Nx+ZXBqPq1FV3vSf13uRLWG6X77qJgAii7eEWfk+WSP6trfxRDivFCTU4XwEvek3Uec3+Wjh2136wch92lB9yngYx4+JTZi+a01x0D8rlcIB7qrDODi7k2Nvys1hf6r5rPyXmGGERjGhfzcee5CAC7jY5dln7+loEUfnbOtbrao4pvSe2b66nT8gg96D8xTHtaQbPnEPNQXePoHls1bQdSH0ol1mtdtyvHTPpT0bwOz+yTE26WHX95slfSJvQtjU2VOOlEdghtieurms4xwoExPHzjp11DREofQvTD7qPcXH9add1YSf9qRuuY6O4ytQHCedcl17CInl+fXYuWPmUOQ77hXYeyVFcL5bV918/xuLcyOtWv65mbMzDjrY614cB/TxY174I/sUyzn75tGOmCu1DitzH+B2PLzMZaDl+MMGTNYiIKNsEDNkVQkS9Xqh2Ap4OV+GNA4l61iNonDkT68ZuxrmOje/oMrKXfPqGMXihbTUe9g0wex+jZTWCPh+2iIgoO7GnmDrH9TWzf8oUv7bdSVWkXsf+1mJhO0NHepWoHId/qGue1EJERF2CQTF1QuzHMhIn948sdJg5lMOvfS3ZwxpyVcKv8TWp1OkhxfVNqAlsRV/4VeTQvq0I6I+sIyKirMfhE0RERESU89hTTEREREQ5j0ExEREREeU8BsVERERElPMYFBMRERFRzmNQTEREREQ5j0ExEREREeU8BsVERERElPMYFBMRERFRzmNQTEREREQ5j0ExEREREeU8BsVERF3KAH9Mn7oXrzmijmBQ3APkm5WdktHrplI/8+Sba4+sOGvI/U/9GHT8eNnrsZIqzLiubDte9+xTauT6naTKuoPRUo/grD2Iqnym6fuVlFY3pfo+7POZmnTq9nHmcVPTXS1kXXMRHnqitDAo7mZHt5/EbU+K9MRJfOOJVhxV5X6MaARTRD2zvkzPRfCxmpcq8w+Ymu4Q+eaaX4+QymaH7gywQqjNn5j6Mejw8VLrKbgXeTJV+AdRnQ0woo1zujRAc4nuQbm9P3Lfumu9vi5huf06kq+97ZdUedcyIntQtuQQZi+Yh6Aqy6SPD7yvvZ+8j53tHuDreLlGHQMzJavvp7teD6npvoC788F9qE4ct7pueictno2awFZMr2vp3Pt/hslDmE3bQ+TFoLibTV08GbdeEWn+AFWSyCUsW3MDgRlBq75M6/IwSs1NjfUHrLab3oe7S7cGdkIgEDBTd6jYdhrRNpGafIIoEWSW5c9BY89FlukJzkOz3BeRDlfnq8KeMhyb1esoNEkVdTnx+ivZAlQ3oaFYFWXYqJn3We8NqwaiSJUlcnR7FD/GQJyz309euQ/zOxCpd+froV3d+XrIys6B9uShsmkTKpqXo6wxosp6jhkMH2/t1g+kRB3BoDhbHf8jtmIAGmbeqQqoZxSjwQzs6sQUUeqijbuwHyVYVJmnSnrSJfz6PWDpD9L9YO3F10PvUYzHxYfR1g2/6uFg/hKWyW88W/8SLw1RRURZikFxmsxPvFqKk2x+MvaydtbOa2WpMIdNyIWsjJO3i2L0eVZKxr+etx1VbJNl9v+J6iRjL+dktbZUmc01z2d+SlxtqDIfrvXEb4hZ7qbqqlxynrZVm77rc+ommu8Vq+umtyGSKrU5ZXqdpOvqHeR+6MnLLmqvjuwl3ruhDYXVs9sNHvU2/Nvx1FFl6fC23eG2xEKpnOtYHZ96qtxN1VW55DxtqzZ91+fUTTQ/Gfdyrrasohh9nt/8OHZdlbXpbcTPdMr0OonWFax8ChU4iBd6sLf46ParCMyfjFuLB6oSouzFoDgNR+zxwHbyjvE1PGP2nngfL6f11d517HxOLbvzpsjfxMN2WyItP27VSsoZy7kC+0V2/zNqXGfcWFXxZipvArLnyZRfj5a4N2KbqC/HSJp152pfW8a3E5Rj2ZxmImicNRFljWGE6rQ68kYQVSMVodXWcjNEsIEzWzBDtSOTPlTPMFpQmx+bl1cwEbUtif9w+BPbXKGWb2c8bNy6njmo5kiqDfkVr7OjBiJy+Ieom/LwwlCD1XbpFrSiDetKtfWt1hux2nbmiWQe44SnUz9vDVpvUnw78tzFmlHDclrC4rzadeR4ya4YvyhalBeSX+oCceP4ayI4r61K3hMgv/49b4/llemJVhxR8x3RyziLfEwvStxL7GrDTPH3GHjrTDlwPa1j7Iw5fvIqtor81p2xtm5L62vsHHg9+Ig2zrWWNffjIBZpbZXrgaahvxZkst7vEq5KXL/OtunvyXHtyGOltaKGcbQ478Mima/FRGsqxkNlQOuFKyrf/eSQwc0PqgxRthOfMikF55tOGXg2bJxX+XifGS89e8IIbLuo8sKxD4zA3FPGyxGV14l5mPuBcURl4ySbn5IWY+W4QmOliHJ9tdQZo8fNNnZr29dSO0GU1YklFbNOnfHWrVtGePdsY8z4CcYqb3tx7YSN3eWFxminosqPm2A8tjusyqxtK3XyqYuI7Rhd3mj4HVbfdltWG2PaOw5JJF6fta7YPgnqeOmrMo+pWF7WuvWWnO9zDFVb7W5jpNEo9ZwvnbmdrnWL4z5THHdt2+19CYvz+daqQnE+fxjXnlln/GqtHe8xtfKu/TC3LfH2t3/OEvvjKz81Pir6r77pQkhVStORbScM6K9TWyRsFM09YVQdU3nBrKu97s28qBN7nX9mvCxe93Ht+VwHLim8vs33HFedi8ZSse6ips9UXmNue4L3GpO17FJt3zqqe14PKcjA6yFl7Z5P7/udILbtMddrRjQhXm+jV71l3Lr1kag/Qbz29NeYZLUzRkS4Du97q5kX7WjLxu+nW0dfe5Zb4p8ndViC1wpRFmFPcRoCV/6EI+IjvW9H1fFr+PGVAWj56XBnvvHAILw45CvsOX1dVcomETS+eBAoewqV2s02xfWbzK/bjrl6bQ5iYf5ETN8QxI62056bhqx2CqtrMW+MIT9kiRTEvB+XAM1vu8eylW1CszO+cghGFqjJDPIdx1lchx1lwP7jqXZFpcZcV0EV1iUZM1pc34SawBbUNO5B7ZJDmNAlN175fV2fh8o1VSg881uc0Lv1zmzBdHE+F4arcLhtn+v82+1UPF+Laea5lGka5sqxiW++6+odLNT3IzgU49VkJt3x+HaMfecN3zRimqqUIUf/9QZOTBqMTQ/EXuMPfX8gisTr/qi+40MG4tzi4SpzJ0YNUpOa6O/1BfwFcBO/Ph5bl/inuYR/fv0rLJ1fiIfs+cZw/GTG7TjxuxtpP4WmO/Ta10NnhX6FdWfyUTNX24ngPKzzec2geTmC+bOwbuym+HHZZjsleGH1NHGu1WtvWgVqCtpw+IT+nZpY18HYssFhKdwteeYiLqvJdHy6djrCU/S0BFfS+XqPqJdhUJwieZf3uRnAgrXqq0ffoRHu4Q63PRnFgqvyj1/2Krzb/86Hs7/X3/lKUFNdIPZDBMsJvqZr3VChfeUn0jOHeu4O9YIRGKomXcKXfb/y7ajLF9qAsUNTeNRWHuY1VAEbt2J/2Ub8jy688Wr8ML+22/CJ/hdRBC415QEEZHCQ4Ltk15AbkWZsPCvOp5rZrZyIMD51hfeuaq9fkdbewMkO7HfSQOXBQvMJNM/vUut54iSWyQBZzba5hjuIFDz8VQ+dh+R67eshI4LwPeXeYLRMvPbuESew+W34v5W6h2jkFVRgfZt4raq5HZboPTGJu1Z6P4xux5CuO11EPY5BcRqcxx+JJAPkH6/xPudzAFqcxx3F0ttd9gQJuyevMwGCZ1nVlvePybDKfTgsAuOmJZ4xbkph9X7rUWKu1HN3qLu3UBwj+V9Kf7BTN/TufE+gLc+FmtTJcZYlW5G/rQk1EfmIpHbGGnaWdwPMbD5Gev4iFtWfxo7ys1hX4j+GvOL538WfT7/HxHWxL/Yu8fRUxdLFuIG8GTBpMP4c9xruwKPLho5Aobgy2u0wloGxvQ4RIMsAWAbGuqXyBiXXtoiU9qMZU9eZ95Pe/HrIBN9VxQWjQ1HZJPb7nkNY6Du+uQQvnPG87kSKfcOWvtQ/rBARg+I0yDc9O42c+C33c0Ef/GtUBW6iePslVz2ZdE55gnxazJsu2nuQ/hCMvEcOG5A3vVl/7OS6LHkoeqQAH25oMINce35L3XI03VOFx32i2aAIjK1AygqMrab823GvK7OCImC3ezmdddnzir6HCW3yq1nxh9ae11KPha8VuL/eTIG3bTtvi9sOcT7cNxbJZeSNM+KYlm9CQ7H19W1gw6wO3PgnBIciPyC/StX2zWmkGA+VB8SHFivIteaJda/aig/L3UNkbObX2PKPs+vmSr92VFI1ulMmh0/IXTSTJ2+bWjgAgfeuWj22dl1PnZSZw0m8X3u7udbxwF9jqSiL9QgOxz9MAp7f2Yojej2ZVA2Tp0z+H1cnVeZzf+X7iXh9+wTz3uvAztt6++uhXeJDzgT1TZmzLjULxVMwOyBeR+bNxWpeZA9qNp5N8KMt1jOEZ4v3qelmYKxa8mtHpY4L4Viz+JD7YE91T1jkLpjJkyfKNgyKU+T8Ep2d1t7ApPl6D5L8cYDBqDrl+frV9atR2q9q7bqJgAii7eEWfk+WSP41qfUQ/cTDFKw/OhNeWxH7Ok6701kGuYerA1iv3b29KFKFw64eQXf7ViB11lzGvlvcrx0z6XeCm9uppm2yTE2mRY4RFsG5vj7nznX5gxEHxR/ajdpwjmfOoeagd+xsEtqvsZlDB9q2qqddaE/dENvh2u+XRuCwWPcEZ0dDqDO//izFjnr1R8kca1iApmc8d6+npBgN20rxob5v2jEuNnt/D2lfv4p1j9uEqL1uk34e1B9n8Yd4kbZf8e1YSd9e87pT0za/sqwhfzhAvdYePiW21Xmdak988A5psJPnKTOx4xcTX9T+M2JjT4Ww01W8PyPouktf3rUfmuQdknUSDxyw71HQnlZjDvP4yhneFasTI7c72flJ+H7SZ18PKdK2015XbHvls5vF60h/ny2VPeGe+y/MY6um5TLy2JjH0X7yi087ZtKf9ON3fhKcM8Foedu8x+KhDuxypsSudTWc0O+1R5QlAuJTKD+vEfW4EFaNXwZs/wBrevAPWFeJNv4Qj775PbxxoPuHYPQc+ei6ZWhb0YTmyrHZ+4GB+iajBavyV+Cjann9cSAwUSrYU0xZQf+q0D+pip3m17YnqZo9wtkOle/lsuKY9hirNzCwcVaf+6n1LuNc/4lTpvi17U6qYq8UcYapMCAmSh17iqnnybGMJVvRqrK+yjr4taeXHIe9xD3O0avQ7Nnr7j8ksldxufljK6aCpZ5hLL2Q97z2hX3qCHnNvTQ8N/c9TaG6iVjYrDK+8vGzdIdC+fK83vz05uuV1xxRhzAoJiIiIqKcx+ETRERERJTzGBQTERERUc5jUExEREREOY9BMRERERHlPAbFRERERJTzGBQTERERUc5jUExEREREOY9BMRERERHlPAbFRERERJTzGBQTERERUc5jUExEREREOY9BMRERERHlPAbFRERERJTzGBQTERERUc5jUExEREREOY9BMRERERHlPAbFRERERJTzGBQTERERUc5jUExEREREOY9BMRERERHlPAbFRERERJTzGBQTERERUc5jUExEREREOY9BMRERERHlPAbFRERERJTzGBQTERERUc5jUExEREREOY9BMRERERHlPAbFRERERJTzGBQTERERUc5jUExEREREOY9BMRERERHlPAbFRERERJTzGBQTERERUc5jUExEREREOY9BMRERERHlPAbFRERERJTzGBRTmgwYhprMYkZv2EgiIiLKGr0sKO5soCOWl8GSnXpIFmxChxkt9QjO2oOoymeWDLhjKSmtrqt+dA/K8uvR0guPLxEREfWMXhUUf7r2UYTXHlG5dBnW8lOmO+liR5vqhKPbT+K2J0V64iS+8UQrjqry3sCIiGBzySHMXjAPQVWWSdHGucgruFekiQjmz0Fje5G3EUbjrImqvkxzY/WD87Co/BAWiuA9wsCYiIiIUpAzwye+2LsYn785Fd9+5w2MVWnENDWzG01dPBm3XhFp/gBV0luEUFuyBahuQkOxKsqwYOU+RNtOI3qwCoWqLJFQ3SysQxUOy/pm2odKLVIvrm9CDbZgel1IlRARERElliNBcQRfHP0E/Z7+B9ylSig90cZd2I8SLKrMUyU9KYRjzUBFuz3WeahcUAI072q/x5mIiIhIyP6gWI4VtZMvbb5fHVe5Vs8uylLOZqrkZZe56llFXSCEvRvaUFg9G4k7id3je11jfB2eOqo0dbFlrazWll9jxbNRU9CGda8m7i12tUdEREQ5K7uD4tAG1xjgz99U5Q7DHBYRq/Mozu8Nq3nCEXv55bgZAb7+xfJY3fn78IWqlm0M4xKWPaHGHpvjj1txRI/bjrea45GPRCN4wKlzEsuOq/mZFr2Ms8jH9KLEvcTmDXjO+F7PGF+TgUjjHG3+vShrDKcVGMfGHK/AfpHf/0ysrbzVfoFvHooeyQfClxPcGBhCbb4cv1wvpoiIiCiXZW9QLAPa2ksYsCs2Bvjbj6h5igyIr704XBsnvAL9frFMBMYiApamVavyzRgg4rl+T29WeZF2zcEdVq0sIwPiq3h/RtAaeyzSuRlfoTjuprybeHjN/0WDU+d2bN3ZRTfuXb6IVgQxLNFYBfm0hyVR1By0x/fGj/GNioB4+sY87HDmb8L4DbNEYKzOVQqcMcdi2QqRr9hmtyVSvX8fdlBu9JmLuKzyXoFAwExERESU27I0KI7gyqtHRRC7GEMSdk4ewf/5xSfoX78Cd8mvv800FX/z9Eh8ffT9rO0FTubjA59h65CBaCy/09olkUaW/y2WiiD4166e4Nvx0qpCTFW5UXfdrqYyL/r75INyA4E2HD4RNocimEmVW6zhFxXP12KaPd+YhrnV+Wh9890uerybLgr/XShGgxlU17UzLISIiIhyQZYGxVfxdQToNzj5TV1f1tlDJ6x07cULIkJTM3urKzcQtIdFmOkqnhf71FO7Zfa2tic4D80HqxDYWKGGM0z0HRrhGu4g0oyNZ0UwrWZ2qXZ6uYmIiIiELA2KB6OfiIe/vqp/te4NsSz96+2hE1rK2qERKRoyEFE1LEJPmx9U87vb0BEoTNjbqsjA2B7KIAJk+AyNqHj+d7HhDnZq6ppnHtvMXu6CERiq8l680Y6IiIikLA2K8/AXIwPWMAgZsIj06VrvjXbT8M1HAviydgM+VXWclMWczUyQHzXxW7j/yg3MO3A9Nk+lHhMcivGQwyMSjf+1h0SoNOb/wfSCgNazXYyHygNoWiJ/Zc5TV9UwOeWevMqmL4ITb7ah8JHvJgi8eaMdERERWbL2Rru7Vm7GgMAvcU0Ni/jT8M0Y9PQoNddy10p5890xfK4Nn5DJudFOlxU3U13CcntIxK6bYpNu4mGVX26PFw7m4e1VAxE4HNWGT8jkvonOb3e6bheL8bgc/7vhV/7BY6jBNSwir6AC68dtQrP2TOPi+tPYUX4Ii1z17kW505scQWOFKi/dig8DZ7G+1FsnxrxBTk0nFHkXh8+0/9QM3mhHREREUsCQXXFEScle1WVoW9Ekgt2x2T9s2/wZ6FkiON+c8MkURERERDYGxSnIyBESUWR3BpJJt1luTJI6cR2o8tFrJVswbtsHWJPlcWaodgIWRqpwuIvHLBMREVHfwKA4mWgEU9bewAmV9XX37cCFr1TGX9H0IN6eeafKda2j20+i+JTK+Lody8d9hU0fqayv2/HSyvsw3xtRhuoRfGl4dgebZvB+CQv5qDUiIiJKEYNiIiIiIsp5WXujHRERERFRd2FQTEREREQ5j0ExEREREeU8BsVERERElPMYFBMRERFRzmNQTEREREQ5j0ExEREREeU8BsVERERElPMYFBMRERFRzmNQTEREREQ5j0ExdQED/PFw6l685oiIqHMYFPdhMkhwkirrDkZLPYKz9iCq8pmm71cyet1U6vsxxIIypSadun2cPG5qssuFrGsuwkNPREQdxKA4LeIvbq/5o3sJy588idtkeuIkvrH9kirvWkZkD8qWHMLsBfMQVGWZ9PGB92P79MT72Nle5G1cwjJRz6xvplYcVbNSF0Jt/kQE8+vFVApkcJZq3Q7ovoC7s8F9BI2zJqKsMaLyXax4NmoCWzG9rqX3vESJiCirMChOwxd7FyP81D58ofLZbTg2vzIZt0QKTVJFXU4EkCVbgOomNBSrogwbNfM+c59urRqIIlXm7zp21lzF85MGW/XNVIipam46AoGAmXpcVHzgyJ+Dxq7qgtd1cXCfeXmobNqEiubl3ReIExFRn8KgmDIm2rgL+1GCRZV5qqQHRW9gz5Xb8dL3h6uCjipGQ9tpRNvqxBRlt2I8Xp2P1g2/6kXBPBERZYscCIq1IQ/y62A7xdHmxc33lCWqF7ec0F4duw3vYnbeme+tkFn6avxWZRe1V0f2Eu/d0IbC6tntBo96G/7teOqosnToy8n/O9yWWMgeTyyXTyRWx6eeKndTdVUuOU/bqk3f9Tl1E81Pxr2cqy2rKEaf5zffy6mr8jan3EpusTK9TqJ1BSufQgUO4gX2FhMRUZr6fFDsDHkwjuDilOkIy3T/Ylxx/c008OnaR615ZnoUF0OxP7ufrrXKr/3iEyCyD9ecetNx8YiqJMrP3y+Ws/OSWaavK4IrTz2K83vDwJENzrpcQzJk+f0b8GlYLGuvR7bbRV1fRjSCKfq425oIzmsRx9Ht1njk8/ZYXpmeaIW+m6boZZxFPqYXJe4ldrVhpvgxvkfE+mLrOYllx+XZSZ3cXnPZNTdwAl9hwZpYew8cuK5qpSKCxop7kVcgkhxTnODGQcNoQW2+qifTMwfVHEm1IYc8ONeAgUjjHARF3bpUz2mowWq7dAta0YZ1pdr6VuuNWG0780RK9+azaONca1lzPw5ikdZWuR5oGmE0zorNyyuQ44fDCc+VDGRb6iZadfVtjmtHHiutFTWMo0WOVbfriPNR25JoTcV4qAxovXBF5YmIiFIk/lj1aX985SfGR5MfMT4q+qlxOWyV/WGNyFe+avzRysbljfCrxjmxzIWQyitmW3o9nd8yZtlPnPWKAuNypViX3J4f2e2EjAsif+4VVSn0c7W9Pzf+YJWofYjl03Vk2wkD2y6qnCYSNormnjCqjqm8YNZ9Nmyc1/OiTsBZ/jPj5Wd92mupM0aPqzNaVDbOsQ9EOx8YR1TWT0isK6CtW27f/WLdS7Xtc5jbfsp4OaLyXsnmpyGye7YxurzRiG+qxVg5rtB4bLdzgn2PQ0vtBHN5WevWW3L+BGNVwgPVjkijUTputrE7wT6Z2+lad9jYPbMwwbYn0e75FO2Wi3b1nRDb9pg4FqXOsbDqlO7+yLh16y1xnCYYY2Z6t8OqM0ZEuA5zvdo+mnmxrvGrnW2J30+3xOeLiIgosRwZUzwSA3ZtxxDViXnX5KlA9Br+U2Yi+/CnN8X8//eHuEN+TStT8If41iPAlyfj+kMzI28OBu2agzvMzDR885EAvr501cxZ5PZW4y6Vu2NwZ8fF+jv6rzdwYtJgbHrA2m2ZHvr+QBRd+ROO6t2iQwbi3GJ7G+7EqEFqUhP9ffK7vwK4iV/Lnl+1LvEvJhpB7Xu348XKPIy054/JQ/0kYGtr9zw5I13mGOqCKqxLMoa6uL4JNYEtqGncg9olhzChS25E9Bu+kofKNVUoPPNbnMjkzXmhX2HdmXzUzNV2IjgP6+R43jffdfWot26YhWD+cpwV+xxt8jyRxGynBC+snibOtxoWMa0CNQVtOHxC/ypHrOtgbEx3cFgKzzU5cxGX1SQREVEqciQoHo6/0OOWadUY+04s6AQ+wc35sSERMn3+my582sDIv1MBseWulW9g7MppKtfN3rsaG64g09obONmBXU8aqDxYiFvzB+D5XWo9vkMj3MMdZHr4lAyms9PlC23A2KEpPHouD/MaqoCNW7G/bCP+RxfeiDh+mF/bbfgk4xFiEL6n3BOMFlZXYXYgYAbL/sM43EM08goqsL4t0PlzXjACQ9UkERFRKvj0CZPsmRWB6Tue1NlA1TcIyDKTBuPPziPL7HQf5qfQGecydAQKEUW7HcYyMLbXIQLkrTutwDjmdry4St8OlZxe6syzeyg7Yujd+UD4stYzKttSkzo57rhkK/K3NaEmIh8Zlnjsbad5N8DM5mNkF0SIvquKC0a/i4a2TZjdtsV6hnDcjpfghTPy6R7u1NyJDw6pf1ghIiKKYVCcdx/6j72Am/9d3own/mLrycMcxhB5F1+Eferk/R36BYCvr4atcnmj3Px9+FrN7gn2Jtpb6d3kqYUDEHjvqtVja9f11ElZcCjGw/u1t5trHQ/8NZaKMqdHMDgQ84Z+hQWN1o1+rrqqislTJv+Pq5Mq87m/8oc5/J/963yl78nbgsPyEJBDEyKqXqjec6OdXEbeSLYcTeWb0FBsDWcIbJhl3iiW9jaLY5wfkMdYBNX2tjmNFOOh8gCaltSjxZkn1r1qKz4sfwqVHfiQMwEHcUxup92emoXiKZgdOISFZpCr5kX2oGbj2QQ/2lKMhoNVmPDacgT1wNivHZU6LoRjzUDFgxkfn0JERH1cDgTFIuxq97vYPAzZtRkDAr90PVVCJteTJKRp1fj2IyKA1oZaxOpMw4iGqfj6xeXWvPn/G/13rUB/748+pPIjEH51UljM5XirewjCKXuYhPbEB++QBjs9F8HHqoqU2ua0/4xY55fonHQV788IYvODqgLuxPx1QbwUuIGgq95JLHd6k69j53Oq3BzmIYLotVbe78kSqR3qBD/MIQLmcvWV/gwR7AXatmKGmZ8bC6CL63C4OoD19tMgXhqBwzL4c9oLoc4cDlCKHfUqSDPH3hag6RnP0xxSIoLLbaX4cGOFGmogkvYkh+L609hRfkgbjiDWPW4Tova606Ftp72u2PbKZzdvwuzXVjjz8kplT/hp91hpeWzVpGyvWWx7QC5TYT/Jw6cdM2nHWLQQf34S/5iK0fK2+azshxgTExFRmgJG57pliDTyJ5GXoW1FE5orx6YdxxN1itGCVfkr8FG1vP66btw2ERH1TQyKKbPkkISSLRi37QOsYW9dcnK4gJpMJFGvaLqSv9RlD6ya7HUiaJw5E+vHbe5YzzgREeU8BsWUefIHF14ajsPeR3BRnFDdRCxsVhlf+fjZwX3pjwmOI3vxl2O/yvkqWNp7zxmvOSIi6iQGxURERESU8/j0CSIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKqXczDBhqknonQ5xDIiKintbLguLO/vEUy8s/wHbKEX13dw201E1EWWNE5TNMHDQZsFlJlbUjVje1+j0jy7Ytugdl+fVo6ZPXJxER9Sa9Kij+dO2jCK89onLpMqzlp0x30sWONpUtRCCRNJaIRjDliZP4Rk0EH6siLxkk9b6YxECkcQ4WvlaKRZV5qiyTImisuBd5BSLlT0Rw1h5E1Rw/RkQGd6q+TBXt1+8oGXB3RlQcs2T70q2C87Co/BAWim2K9L6LkIiI+pCcGT7xxd7F+PzNqfj2O29grEojpqmZvdJ17Kw5iSkHrqt8YoGAlfxdwjIRNC87rrK9Rage0zcANQfrUKyKMisPlU2nEW07jcPV+aoskRBqS7YA1U1mfTM1zUNQzc0Ys1d1DhqzJqLNjOL6JtRgC6bXhVQJERFR98uRoDiCL45+gn5P/wPuUiU5I5iHt1+ZjFvr8jBKFfV+ETS+eBAoewqVGY88OyD0NvajpIt6rHOB+ACyoARo3tXnAn4iIuo9sj8oNr/bV8mXNt+vjqtcq2cX9QBnEzxJl9I8b94uUPRyzyyTdxm9vpc+zzvbrm/P905nXOhXWHcmHzVz2+kjFitPOsbXUydtzrJ2VmvPKsoQ93rkRGxdqsyhz/Ob7xWr66a3IZIqtTlleh2/dbnmJ6gjFc9GTUEb1r2auLe43eWJiIg6KSD+0GTvn5nQBoTrjqmMIDf1kRUYu9Ie92CYwyKuvXjByfdbsBmjHx9rZY+I5WvV8uZuynEEVhZ5P8SgXXNwh8p2G+MSqp64iuft7RCbZW7Z0IE4p3pzDVFnmavOALS8UohpZt6at9UsV8va9TAAIVFvqjntqTdpMIzFw805JjnWeO0NnBCT9hXgtDMkti2ScbwVt+28GTt23xmMP4u2zKxo5/41/xcN84GHd90UbYlt0KaP7LW3J3OijT/Eo29+D28cSDBEwQijcVYF1repvFS2CdF6LYiOqzMeP/uf+1CZ5xxMh//6ImL5WVh/Rk5bwVpAG6NSse00GjI1riNUj+CSg2JCBYViPc6aXPtljbOesfGsyouS/KU43DQP9m659kU0Zsi2nzkk2ivBjjZ7KEp8O/es2I/myrFqvSGsGr8M2NaEkS/Zx1C09ZjYloaHY9uWynnQtHteo3vw2D9uQWtBVeLzTkRE1BkyKM5KoZ8bH03+iXE5rPLCH9Y8Yny0JqRyhvHHV35ifFT0c+MPKi8WMi5MfsQ494q2kClsXK70K+9unxkvP3vCwLaLKm8YR7aJ/LNh47zKG8ZFY+ncE8b9TZ+pvGGcbzplYO4HxhGVt1htFWn1EjHXoa3TzVrf0mMq63XsA7HuU8bLEZX37kMkbBSJ5a19sNqytjVJu53QsqrQGL2qReXiJZsvr4fd5YXGmFqtTkudMXrcbGO3s58xkd2zjdHljYbPLIu5bJ3R3hozItJolCbYRsncTtd2iP2cKY6Ftu32voRv3TLeEsdpzPgfxrVn1hm/WmunxVg5rtAo3W2/fqz86HETDOcwm9tWaKzUD2nS8+DR3nEU7T82foIxZmY754GIiKgTsnT4RARXXj2Kfk8vxpCEwzSP4P/84hP0r1+Bu2T3mZmm4m+eHomvj76PL1St7PL/oe0KsLQw1mM7tXAAcOX/4vcq//GBz7B1yEA0lt9p7ZJII8v/FktxE7/u9pvhrmPnb26iaMYIPDVGHWLjTjz1A7HN7/0RR1UtaekPYj3LS+dnvnc4JoLfh9VkIrIntfltiOBKbK+VXMzhFyV4YfU0Z74xrcL8+v7wiS56vFuXC2HvhjYUVs/WbjzMQ+WaKhSe+S1O6GN1z2zB9PyJWBiuwuG2fZ5x2VY7Fc/XYppz/KZhbnU+Wt981/XUisLqplhveHAoxqtJR7Lz4CuK3/uNKw7OQ3NX3cBIREQkZGlQfBVfi9ik3+DkNy59WRd7xJpM5lCK2LfYWeavkD8E2Np6SQQIVpB5pPUmAkP/EsNUDdOVGwg+eRK3OckaStFTu3Xi9ai2LSLtEtvcY8c4D8PU6JhEiutPY0f5ISyyH49mPgfXG5AdjM03k/yaXxuW0EuNH+b3mmnDJ5fVpFRQhZpysa8yWE7wHLT9z+jH5l5zKEW65zy18+AVxDBGvURE1AOyNCgejH7ib/vXV/VeO/8/pv3rY49Yc1JPjBVOkdyLwKmrToD58L+7x++ahgxEVD4xwpM2P6jmd7OiGcG4bbnljF3ufkPvzgfCl9t91q4MyOzHo+0oO4iFIiBz38JVghfOxOrYqbnLniBh95aqbFfxrsDM5mPkUDPnKDID1rNYV+IfqFY8/7u4Y9ORXtrk5yEmKruIC0bAs6mObjl+RESUs7I0KM7DX4wMWMMg5F9BkT5dOx2fv6lmm6bhm48E8GXtBnyq6jgpWx2/hgVXBqDlXybjz3b6pzyM1DZ51MRv4f4rNzDvwHXXLsXv1p0YNQg48bsbOJ+gjrOsJ+8W33sdq3Mnpt57O06+fhEvi3hFn+9U6QFB2ZXoHRKgExtof10v07QHSsyv8h3FUzA7cAgL61pc9WTSOeWefIfIG9rkj4B05lm8waHID8ghHuHYtjmbU4yHygNoWmIFuda8MBpXbcWH5f6PrjOfD3yPOA6uHly/dlRSNVLmWT7uPLhEcOLNNhQ+8l3/wNt8RnPyH1EhIiLqqKx9JNtdKzdjQOCXuKaGRfxp+GYMetr9pN27Vr6Bbz9yDJ9rwydkOr/XZ1xoz33fH/NgIVom3cTD+lAEmZ543ww6TfK5wqsGInDYM2ThyVbXGF5p6uLBqLqqD7XQ6sgnRqjyh0/pvdPedu7E/MqBuF/rvb7tudiv342aeR/OzQAWrFXz7LT9kqphHVr76Caazqh2H9+l/RKdnZ455/mRj2I0tG3C7NdWuOsVzI09J1cEYeWq3Bw60LYVM7x1HAGxr0n2dOgIFMr/O/UsXrHd20rx4caK2Davjh2DuOEKckjIOO/THuS2qknzB0rEcRAfEBZp+xXfjpXKtZ/Tlvvr3WN3WSrnQRN5F4fP5GN6UeKeerP9LrmgiIiIxN8ZQ3bhULf4+MD7GP367XGPKTu6/SSmXRuI8+v70g9sdDHZ87o4gp8d9H+MWjYK1U7A080l+MXZ1f6BYa4yH902SwTwmxM+ro2IiKirZW1PcTaRHxs6nVRbMnxzz7uEX78nygf177MBsXt/O5hUW47iOhyuDmB9SeIxqllD7IAR2YMXmgMIlE9hQOwRqhMBcaAKhxkQExFRD2JPcTLaj1wkdPftwIWvVMZf0fQg3p4J7KyJ4sdXVKFizbtT5foa7UdEEvkvt+Pv/+Mr/JvK+vrOYNzSf3xECdVNxI4RTV14g1xnxX7ko3BFNm9nD5FjhUsuYaHzwyFEREQ9g0ExEREREeU8Dp8gIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYqIM4q+md5I4fjyC2Uqcm6QnJ5U6RETZKYeCYvFOncq7tayjpz4gU7titqOmyYfRgtr8OWiMqnxGyWCjjx99I4zGWRNRG1J5m7p+U7mOU6mTi1I9fu0K1SM4aw8i7bWRSh0ioiyVM0HxF3sXI3z/ozi/N6JK/IRx5alHEZ4yXaUluNJe9a6Uqb/s0QimPHES36iJ4GNV1CHHW/EN2c72S6qg6/TKoMYM6JajqfwpVAZVmUYGtJ3aLRls5NfDGy/2HQZa6mZhfaAKjxerItN17HzuJG57UqSk1/ElLJN1nmjFUVXSEWbwqKa7Wndc6x8feD92/J54Hzs7+qGteDZqAlsxva4l8fFJpQ4RUZbKoZ7igPgnUjs+XbsMNzEHg955A2PNtB1D8tTMbhUxg/P2A/jUyd1OsuspMdtR011F/gHvdADfA0IioFuHKhyud0V0Sgi1+T49oOSINs7BwuYS7GiaB/dnijsxf91k3HplMs7NuF2VJdb5a90KrJcdV9muZH7Q7FwAn4pRM+8zj9+tVQNRpMo6Jg+VTZtQ0bwcZY2J3ptSqUNElJ1yJii+4/HtZqA7+vFEUe4R/OebQP+5c3CHKukTgnl4W/5BXJeHUaqoQx4stP6wLh6uCsgR3YMXmoGKBd6AjlITwt4NbSisng2/jxSpG47N8hp9pRBTVQllWjEer85H64ZftfOtRSp1iIiyT24Exeb3oSrFsefZWTtvF6TBXiZZG/p8bx1XmVbHLkqDs2iSxV31fOq2N89ml+t1/ejzvXXMMn3aTqpM1958WWb/n6iOzVXHp1Ky+VLo1S1oLfB+7W8xh03YC6ppK1lFMfo8KyXjX8/bjiq2yTL7/0R1TPp8K3WVaOMu7EcJFlV24msZsXlyE+2UiF7HTKpcsstser1MM9vVp+2kykzevOQpc5aR/9vJnNMBehvtNBKsfAoVOIgX2ukJTl7Hvq5UlogoCwTEG1Pffls6sgHh2mNiQr7TA/3X/C+MmGbNkuRY42svfiKmrPmu715/sBxjV2qV2xPZh/M/ehf9d5Xi6/mb8KVZaKDfgi3u3mnjCC7eL+Y7qzHQv/4NjCiWBWqeWWxujPnP8hC+/U417lK55OTXwFexVU7KXZs0GIZPL68hxxyvuYGT2m4vfWoyNj+oMnL+2hs4IadFO5NnBPHOzDvNWbaj209iGgbj3F2fIXj4K6vQGICWvYWiPOb8gfdj800DEFK9erKN4lNiwuc0uLZHcOpKapveFttkLiK29/41f8KTq/4WZ9dcxfOyMMF2G/Lr6503tXXFtkcyDOsYmm2YBWKfxPxp2rbJoS6NM2fi8CMH8Jo3qIvuQVnJVrSKSfNlJlbkLFqwFIedoQIiOGipR/CZQ7H5xj/ihbY6PGxvXGg1xiwGfnF2NYpl/ci/oKx0Kz5EPn52cJ8axxzfjvHYRkTrH1b7aG9rExZdqMDC18wqMPLFthyYh9jWG4g0zsGMjWdVXirBDrE9nevJ9ReqnYCnsRnnGtpvXQ6tGf27b+H8eu+3HtexsyaKH18Rk/L6GTLQp44ob+9a165z+x3RuS5Ee+c6+02LRu7HGPk6kNsq8rHrDyiabl3L5j79LIr/Nkh/3Vple+61r+VLqHr8KjA/iPzfiP0Xk2ab4rUuv9HRmrWo18a8VffJRdyM63hZHMMFsg0zfzteFPX+W4KvPlI5Z+3WMa/ng0BZ8vNORNRtZFCcG0LGhcmPGBdCKhsn2fwkwq8a58TyHxX91LgcVmWhnxsfTf5JLK/Wce4Vp0DV8a43bFyu9NTrhCPbThjYdlHldBeNpXNPGEuPqWy7PjNefvaEUdT0mcrHmO2LdgLOOqy6rnUe+0DU+cA4orKJnG86ZeDZsHFe5b3k/Cp9e812tX2IhI0ikcfcU8bLEVVm1tHygrkeUc/Vlot1bO7X9tdaxrsPLcbKcYXGyhaV9ZWkTkudMXrcbGO3tn0ttRNEWZ1YUjHr1Blv3bplhHfPNsaMn2Cs8rYX107Y2F1eaIx2Kqr8uAnGY7vta8vatlInL6h1tbtLGWNtk2v9CSS7NqTEdVK91tN5TXRSu68Jn9dQ3GvQ2lZ5HTvXqbj+70+0/eZrw/06sHxmvCTajb1+BbFtAd+6loi4BkeXNxoJZpvardOy2ryGx9R2z1VGRJSKHLrRrnv0b9Buzhs8CP3UpPTF3v+JLzEV39J7jqdV49uPAF+ePKIKupfspdraesnsHTOTKk+b7E1zerTuxKhBalITwE38+rhaTwfXJW8a2vSA1sYDf42lap5u6XytN+zv/tJzg9El/PPrX6FoRtDVA637+MBn2Cr2qbH8TmddI8v/VqzL2gdH9DL0/tT0RdD4ouwxcz+1orh+k/n18zHXoMyDWJg/EdM3BLGj7TTcHWxWO4XVtZg3xhDbK1MQ835cAjS/7R7bWbYJzU6v9hCMLFCTjoC4LsS6W+x2RFJzMu8KPjmjJrtYxq71LCOvY6t3WQjmoWGStZ8pO34NP74yAC0/HR47Ng8MwotDvsKe09dVJR9nLuKymkwoUZ3iOkTFNRz1vTGViKhnMCjubnmD8E016fLJv+MLNdl95I1Jg1F16qr1yCaR5CPXuiRYkDfqzR+A53fFHq8l7/BPd13mV+BiWXt7b3tSDRHpgO/c5R5OEefKDQSd9VjrkkMpXF9LB4divJrsjMK7h6gpt7O/18dklqCmukCs3wpY/bRuqEBewb2xJIdS6N/Pp0IGLNtK0fSM3c5E1MoAWc3OLL+gvCt047WeDa59meYTXG7iYde1bg2laPfKKRiBoWoyoVTqEBFlCQbF2WLk3/XQUy/sO/ZlGoyl713tumcR20+wkEkEyFt3pvvoq0tYtuYGMCMYa0dus5qbcUMGIuqsJ5bcvctWUOcOXjvCE57J7jph/DD3OOVhlftwWATGTUvmoNHnFxIKq/dbPXCu1IGxwHZPnkzbSrB/SYJHyontlD3JHZeHYWNFMH9BDgjuapm81ru6B92HWFkq65N1AoP6pzkGWo6Xd1/nMjk90B6XL7QBY4e2+7SV9uuo49etB5CIqH05EBTLvyTaXxNzumfeie+Y9F30i+7Df+wNx7YjtAGf/2YUBpTrt6Tl4S9GAl8ffR9f2PU6sMneRe28zqljpuGYMSm+d8iZ78mny2lHJjXswbuuUXfdjsCVP+FIVKur5unseUe2X8Xzqix1w/EPYj+f3/k+XtbXo61o1MRv4f4rNzDvwHXXfL2ORQV1b76LxL+JIALne4D9x1vE8t5gIA9FjxTgww0NZpBrz2+pW46me/yfaBEUgfGO8rNYV2IFxlZT/u2415Uqz/LT7keFOFPxvYYR8xfogp38Fb+hd+fHD/HQyO03kyevS6uOmfyvdeCvkD/EM8xCJC/5XOVg/sTOPYv37/4S9yccUqSGIF37EufNedbNhAsSfHZwlj/eiodP3Y6Xvq/dVGvPi2Xd63rwr1EVuIli2XMuy7XkL4Rj8hGED7b3UStJHfPHaMS1U8eHthFR9ujzT5/4dO2jIuhUGV3ckyWsJz+g4Q3X0ylSJp8+8dQv0U9f3iz73+i/SxtnrOp9rbLASAzQ5zu0J1GY0nz6hHyywq6bKqPTnrCg3XHv8Nxp79wp76XVM58G8e/u5cwyWHfBS37txO60d3M9XULQnz7hbado+mA8efoqzn7f/RSB78Q9QeNPeHKl+677+G1yP33C9/h460jRPXjsH7dg/PYPsCZRnKA9icLkevqEmC2CrOkb21RO8Mw3g4gl0J4AIQPSWVh/RgQe22Lji+Pakco2qbGbapmxdl6yyt74QZMzztivjcIVsfk68wkDIvjp3FMEQlg1fhnOVvs9wcPvHEgi8LPPZ0freK51h7euXz376QkoUU8E6Zj461l/TWhPkBHkvIZPo6i9y65jPX1Czo+NkPFen9qTOTzaW5dFO34ao2W1eS22t99J65jXsxxLr1+LREQ9q+8/ko2oG4TqJuLpj6xANi+++7HvUh8I4BfQpsEMxDeMwQttq/Fwrzh+4sPEzJnmrxi+caCnfrTFCopP+TxusMsYLViVvwIfVft/SDKlUoeIKAtxTDFRBhTXN6EmsBXTc+brYGtoRcurW/BhoADTizoX/FhDQg5h4aw97QxDyQ5yv42WX2FdWwATHvluDwXEPUF+q7AcTeX600u8UqlDRJSdGBQTZUQeKps2YfZruzs1vrbXCDWYT6ZY9FopdrTZPx7SOfYHi1ez+nNFCHXqqR6zt53u8cBPDpvoto710H6sD1ThcHvDHVKpQ0SUpTh8goiIiIhyHnuKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIiIiIch6DYiIiIiLKeQyKiYiIiCjnMSgmIiIiopzHoJiIKAH+Cj5lEq8nouzGoJi6jfx74CRVlpBeN2nlriH/gPXQqrOE2P80jkFfO15GZA/K8usRUvnMksdWTVIceWycpMrak279jBMrlutuXwi1+XPQGOmRLSSiFDAo7hE5+KZ4vBW3PXnSTN944iSWHVflvq7j5RqrrpXex86ompWqlP5ItUf+AZuI2q6JiDqsO3uaoo1zEBTHoKwxokrak53HyyvlwN1oQW3JVgSqZ6NYFek6ex7MYztrD9K9rHPDJSy3X/viveIb2y+pcn/nD7xv1rPfLx44cF3N6T6huokI1iW7+IvxeHUA60vq0ZKDfwKIegMGxT3g07WPIrz2iMrliAcLceuVySINxlJVlMjR7VH8GANxzqwv032YH1QzU5TaH6leJip7LuegsdsiqQACAZFUrvdLNXCPoHHWcuwv24TmyjxVpun285BrhmOzeu2HJqmiRMSH7TGvAy+tst8rJuPtmXeqmdknWLkPO8oOYiE/EBFlJQbFlGUu4dfvAUt/kIdRqoR6hvwDHm077R8Y9mWhX2HdmXzUzPXrI6ZscrT1JjDpb9P+0NyTiudWofDMFuztY5/ZifoCBsUp077vkl+dmknldc48lXTesvbqeXmLnDpq+bhlZJk9mahO6vQmEjXjqqPK0uFtu0NtiQViX5GraZW89HlmUuUJJajnbcdNltn/J6qTjL2cndXbUmUOfZ7f/FR42lClcfQ6Irn5L2vVVZk06OuJJTVT8c7Xucq0OnZRTASNLx4Eyp5CZVyg5VnGacOvHX2e33yvWF03vQ2RVKnNKdPr+K3LNT9BnQyRbbuSKtd566TLWdabtwtSJRaIW0aWqUmTnTfr2smc04526gXnYVEZsP9F9hYTZRsGxSlyhjyE9+H8lOkIy3T/Bnyq5puMMK48JerZ86csxpWw/a4YwZX5Vvnnb4rsmxu1ektwxR62eWSDaFcspw/jNMv0dR3BxfsfxcWQgS/2LlZtuIdkmOVP7cMXcll7Pd52U2TI8cDamD2/Mb5xdbZf8v1jmMjHclyguexVbBX5rTvdbaVGBDQV9yKv4F4sahbZ5hXmtJXmur7uNuSY0Xx7nkwTUdsi/oip+V6GOLeNs6y65doY27h28uV4wVgr9tjRSKheqyNvtlEVUhFqsJYr3YJWtGFdqWpHptV6d5OBiFifM08kc93pnAjJXp9cPtFwA7GPLXUTtXWtwH41S4o2zhVlcjxyWJWIRcwb10Rd1zYn5yynbVPQ00675yG6B+XaNu5/RqtX4Q1MruCTM0DFgz69xF11HmTw1FKPoFm3QbuxL74deTxjzajhIC2xa1Me82Bdi+c69p4rkeL2O0OMS1jmeq+IH+NrRCOYotepieB8OteoWP4BtezD74n8e1djbT3ZiqNWrRTIYTLeYVZWWWwcvZ0PI1QXO37m+VQ14ojz6Zy3BMe5+MES4MxFXFZ5IsoS4tMspeAPax4xPposUtHPjT+YJWHjcqXIrwmZufi8EPq5WOYnxuWwyitmW3o9nd8yZpm9XilkXJDbIpPdTvhV45zIX1DZP77yE2v+j141/mgVWeutjOVTEgkbRXNPGS9HVN7PsQ8MuOp8Zrz87AkD2y6qvO6isXTuCWPpMZWNk2x+alpWFRqjV4mwyFeLsXJcoVG6WzvILauNMaJspbOIVWflW7eMW+FGo3T8BGOMiJrdrDqPae1Eds82Ro+rE3P0fKExZmajYR8ec9vKY/mURcR2jJtt7E6woHfd8prcPbOD6zKpY+BzGM190PbJt655TMX2ysNz6y1zfvwxTMZ7rsQ+lXvPbfLzYEm8P44kx9iUgfNg1hH58K1bxlviWI4Z/8O49sw641dr7XiPhZUfPW6C4RwOc9vc+2ivq71dygzrdV/U9JnK+zDfT04YVdrr+8g28V7xbNg4r/I6c57v+4gl2fz2+V1LVlnc9SaOcez68p4HUWK+37xl3Lr1kagv3itc581HKtcZEXU79hSnZSq+/U417jKn83DH1FHAhX/HFzJ75Ne4GRHzn5tq9hSYaeoMDMj7BF++14Hu2VQ8sgJjV06zpvPuQ/+xAXx9VV+X2J5dc3CHyn1z+Eg1lZ4AvsKe09ed3XJ36lzHzt/cRNGMEXhqjL3rd+KpHwwA3vtjGr023SfauAv7UYJF+ljZ4jrskF9pHnf3Yu5fMhHBki0Yv+00ovXu3kOznYIq/NO8oNhnw0xj5v0IFTiIY65mSrCjaR7sb+OH3p2vpjIphL0b2lDoelpCHirXyPGLv8WJTHYLRvfgheZ81KyJ7ZMvcUwPVwPrVu1BY91yNN1ThcOeY5hU9DLOIh/Ti+xzlYeiR8TxC192euBSPw8puHwRrWqyY9I4D2e2YHr+RCwMi+PSts8zXMNqp+L5WkxT+2QY0zC3Oh+tb77r6n0srG5Cg72y4FCMV5MxAQTkuiN2O+5XcEYFgJO/u2H2/MrVeFd19F9v4MSkwcSpj5QAABdnSURBVNj0QGz+Q98fiKIrf8LRTF6jmea66XIIRhaoSV3zcgTzZ2Hd2E2IttX5PrXErQ2fsKuYKKswKE5H3iB8U01Kdzy+HWO1oFO85eNzZ0iETMtxM9p19+73Gz5YTUl5GLLrDYx+PMM3RQXz8PaqgQgcjlpfTz5xElMOiABZzbadeF3Nt9Oumwhk82MLCkZgqJp00YItqaK6ChPEfuw/7v1KWhGBzQz7K2kzrUBTDz6xYfwwv/Of4T++ZuAYxLAUbm4KzqtFDbZifXMJXtifJIj2YwZ5bTh8ImwGc4YRxok3zyIwbqi7rUydh6EjUKgmOyOl8yAC+ZryWMDqxzXUQ6QZG8W+p7lT8obJw/JRYPZwjy57Vu6dmL8uiJcCNxC03wf8hka4hjuItPYGTmbze0WqysT5vEfsSPPbKT5yLR8jfd+EiKinMCjOKNmT/AbGelKnA9Wu+PuVDhkYq8cd3RIBMkQALANjXdGMoPNIpFgqFEeka9g9Xp05NO5lVVtjPcHWsHloPigC49eWe8ZzKiKweb3ttPmUBj05PXfdTXa96cxshv/4moFjFL/XPj349z7KsayzsH7cJhGURc3HUCWKxezzmciHGytUYFhhtufttc/YeVBBeKc/RKR4HorqT2NH+VmsM59dG7//Fc//Lm6fotq3DqmynyQik9l7X+L/SLlk5yE5GRjbr38RIOMGxojA+GM11zRpMP4c916R/mMXU6b2KaXd6tS+D0VlU5MIjA+1e62b0vhgSUTdh0Fxpkz7e/QPHMXn8mY3+caqJw9zGMOb/4ZP/eoMHoR++ARfX1HloQ0I1/XsIAR9M40xA/HkEPNbUuVOTL33dpx8/SJeFn9kXXVVDZtdbvOrkxrrBqOEN4EJ5hAFs8fG/oMYW1Ow6HuY0LYFNTLItee31GPhawX+j+EKisB4Wyk+3DDLCoxVU77tqNQlRMCWH9B7TWVS81CMh8oDaFpiBVfWvDAaV23Fh+V+T1Joh7O8atzJW9n47RDnw3OjnawsbzZa+FopdogANlhZh5rAFkyXN4F5D4/53F95PuMDNXtoxOtnfoeInVZPM9drS/08DMHIe1Svv1NHzXJYX417h9G4ZPg8FNerQMp1k6ZfOyqpGinzLD9m8vdQ6NvdbL+uOv4rfqJ5Ld2Jh8R7g76qqYUDEHjvqvnjPe66qoLilHvyHWE+s1zuV9xzy/MwbJzYuPBlEcDKYyNvWBQfus6o2R2SJwLjTZgtrsfpZmDsv9Gh4/IJJ1NSGGJBRN2JQXHKxJun398RxzSMeGcF+v9mkzZ8QibtyRLKHY8vxoCxx7ShFlqdvDn4L0+Pwpd1al4dzHHB/bzrTvodqt/2+pUlof0SnZWiWDBosOsB+aNm3odzM4AFa/V6ImlPjTi63S6/iufFNjy/K76OTe5ass00f1RCJpX3MoMwEWgscr561p4+IYPcg1UIOL2PIj1zDjUH3eM6Xe2b42MLrB5L+0kDfu2YSX+CgLWdbrJMTaalGA0yONfXpz31oNjsddT3OUGvahKh1fby1hCEJvsrfGddYjtc+70bIw/KwC52vGQb8qv+2dvssZXWuNoJr63wvSPfPp9e1vAL79AI+QQKGSw6lVI4D5K2DXaduG0RdRaUiA9Uu9r5cY5MnAf9GlCBVEAuE7tO49uxkv70E7/XgLcsdj5VKt2K/G3eMcySPVb2IF5I6/EoNu2X6FQKHr4doXXaM8flj/jMHxB7/dvpOa03WXvPefiU2J9T9nAL/ydLxF81Huraih3vmOJ6GcBuVddXBd54pEkcc88x9VtWlqlJk6uO9fqYYLbrvQYFowXHmhM84YSIelTAkF0HRERZKFQ7AU+Hq/DGAX3IQASNM2di3djNONcl41TkY7hmYV3eRkQbHk4edPUlodUYs/ggKrZ/gDWM2bqAgZbaiVgUqcLhDgyDIaKuxZ5iop5kfm3bfsoUv7bdSVXMJqr7zbWdkXdxuC2ACXcPMedlnuq5NceRd6THtDeSxzZs/nBJIFCKhxgQdwn53HJzSBEDYqKsxJ5ioh4kxzsulD80klA+fuYZ1tExcrzocve4X6+CpVnYe+W/3RXbuuFmRjnWueQSFqb0eK3eTQZr0ze2Zek10FfIa3k37s7I65mIugKDYiIiIiLKeRw+QUREREQ5j0ExEREREeU8BsVERERElPMYFBMRERFRzmNQTEREREQ5j0ExEREREeU8BsVERERElPMYFBMRERFRzmNQTEREREQ5j0ExEREREeU8BsVERERElPMYFJsM8U9LRERERJRTAoagpnPWF3sX49qLn4gpGRSPxIDd/4whedY8IiIiIur7GBTrIvtw/kfvoj+DYiIiIqKcwuETRERERJTzciQoVmOFOz1m2NOOX1Ou+X4VLLKDnp30RERERNkhB4JiwxwzHJ4yXaVHcX5vWM1Lh4FP1z6qtSPS/H34Qs01GWFceUqvsxhXwn6Bbwi1+RMRzK8XU0RERETU0/p8UGzdRDcc337nDYw10wr0+8UyERhHVI3UyHY+/2QOBjntiLRrDu5Q84GICIiX4ebIFbH5DcNx8ykRGPusKhAImImIiIiIel4fD4qP4P/84hP0r1+Bu5whDVPxN0+PxNdH33f38iYlAtjIu/hC9vzabemO/Bo3I1Px7eemxuZPnYEBeZ/gy/e8UXExGtpOI9pWJ6aIiIiIqKflxJjiL+u0IQ8iXXvxghnjpuOOx7dj0NMB3Jyv2rnfb2jEUXyurSc8ZTluRtkbTERERJTt+vgj2Y7gYtFGoOF/YUQqXbJpPJLti70/xbVfIPZM4yMbEF4FfPtENe6yqrTLPuwcQkFERETU8/p4T/E0fPORAL6s3YBP7SENdtI55Z68i13HSnd857vopwe00/4e/QNH8fnaI656ZorDG+2IiIiIsklO/HiHfGrE579RGaXfgs0Y/bjs4lU3yPncDBer499G/4Y3MGKaypiO4OL9m/ClyllGYsCu7Z6eZxkUL8d+lGAHxxUTERER9Tj+oh0RERER5bycuNGOiIiIiKg9DIqJiIiIKOcxKCYiIiKinMegmIiIiIhyHoNiIiIiIsp5DIqJiIiIKOcxKCYiIiKinMegmIiIiIhyHoNiIiIiIsp5DIqJiIiIKOcxKCYiIiKinMegmIiIiIhyHoNiIiIiIsp5DIqJKHsYBgw12av1lf0gIsohDIopJYb8I+8kVdgFZNt2Skqrm1L9PsLcXzXdpxhhNM6aiNqQymeYvHa7S6huIsoawxk8T/Kka6kX687zkLrec1zN92A1nRXk9uhJFRP1RgyKe0Qve9uI7kFZ/kQEC+5FnkyruyZq+fjA+7jtyZO47YmT+MYT72NnVM3wdR0v14i6sr6ZktXPfuLvSfIr43irODbi+Gy/pAriyXZ6HwMtdbOwPlCFx4tVka6zf2zNa3gOGrvpGimeW4XAxlmobcnEyTDw6dpHEZ4y3UkXj6hZ3a2XnYdUfbF3McL3P4rzeyOqpKvIwFFNdkgIteK9uKs+OHZEaLX6uyBSMMu2jShdDIp7gPkHbm1P/VXrqHzUHDyNaJtI9X5RS+eNmnkfbr0yGbdWDUSRKkvk6PYofoyBOCfrm+k+zA+qmb3SJSwTwe6y4yrbjkBAJDUdJxrBlKQfKLJPtHEOFjaXYEfTPMSfxojZg1zW2NUBSwYF56F5Wwn2L+l8ACgDts/fnIpvv/MGxqo0Ypqa2a164XlImXxRJXxVZYy8zoOz9qCXf353Ka5XfxfaNqFClRH1VgyKqRe6hF+/Byz9QR5GqZKc8WCh9SFg8XBV0BeEsHdDGwqrZ6NrPm71kOLZqClow7pXO9N1FsEXRz9Bv6f/AXepEsq8Ox7fbn7YGP14nioholzEoDhl2nde5vfcMqm8zpmnks5b1l49L2+RU0ctH7eMLLMnE9XJLH01iVblqqPK0uFtuzNtZYqzDXpS82ze+TpvWbJ6ZlJlOr1c/p+0boL5ssz+328606KNu7AfJVhUGR+Q2OMUVc7Jx8pi9Hl+872cuipv09sQ/9ycMr1OonXloXJBCdC8q2O9xbJdp201bSZVZHPKVYqjlTn1VD5F7v1sf9/1eX7zvZy6Km/T2xD/3JwyvU7ydfmSy9nJj1Ou1UtQNSGxjLmNTlbbblVmc83zmR8nQT1vO26yzP4/UR2LPt9MqpyoLwqIi5zXeAo+Xftf8TlWYGzZv+P8/F/ia1loPIRvn6iO9eAYYVx5ahluRu2v4e7GgJ3bMWSszEesefKbR/uQO1/XjcSAXaKejAmObEB41SUM2P3PVl4yy6Ct6wguFm0EGt7A31xbjGsvXhBlos0fiO1baX2v+sXen+La0e9i0NxruFZ7zCyDIbZHbzdV0T147B9/i+mHfonKBEMUjOOtuG3nTe17/dvx0kr3kIbzB95H8PBXKgdMnh7E2zPvjB8KEI3g/jV/wrxV7uXlmOMxavm4Q/idwT3Se2rI4QprbuCkvR1iu+SmBSbFtieuzuCBiK7Lw2iZl/PW3sAJMRm3T0MG4pyoZ/aGa/XkCibPCOIdcewccqzxLnH87fXLMrsdz7Fp9zyIdgK/+UuE7v0THn79KxhiG/Tp8+sz3zsfqp2Ap7EZ5xq8/cRy/ORyETDLY2PtVewb7hLsaKtzepaNyB6UlW7FhyoPYzx+dnAfKvPUAq5rWP5xl22vQJOYXbHtNOxVx7WTvxSvN82D3Yy1rZtw+O7dmLHxrFlmGP8otmU1Hna2TRfCqvHLgO0fYE063eDyNe+8btUZtdvP+yEG7ZqDO+R03HuOgX4LNmP042NVPsX3rnb1hfOQgHOcrRdO/zX/yzM0Rbxv/6gKX07djG9dWo7PfyPLRMXgHAzarc5BCuSNlwubxYQ4fuYRjB1A934bLc7xsBiY9byYL3bKKnJfT4Y4/3tmVWB9G1C4ognN6oNlXDvi2LwgztPDar3Rxh/i0Te/h8MLLmLGkkNmmXWuxHnR/j7EnQdB3163Dl7rRNlEBsWU3B/WPGJ8NFmkop8bfzBLwsblSpFfEzJz8Xkh9HOxzE+My2GVV8y29Ho6v2XMMnu9Usi4ILdFJrud8KvGOZG/oLJ/fOUn1vwfvWr80Sqy1lsZy6cs0miUjptt7I6ovFckbBTNPWW8nGi+cL7plIG5HxhHVN4wLhpL554wipo+U3lN0vasZZceU9ke492Hz4yXnz1hYNtFlRfMfTlhVGnbemSbqPNs2Div8pZU98lah+9xk5Icu6Tn4dgHYv4JIyD3QW17QG5rCue4Y8LG7vJCo3S350XikqSOeX0WGitbVF6I7J5tjNavWfsaDt8ybr1VZ4weP8F4zNueWWeCsUprp2VVoTG6vNGwmzHzYl1jau1K1raN1hdySWX/2mO9r5x7xW95n/cc9T6g10/+3pWq3nwekrHeU+33zxh1rFzH1Krrf07aZx4PbT/cWoyVYp9cx7dltTHGdUytOivfEscvLI6TOH6xY2Cz6ujH1ToPdWKOnhfHb6bnmLq2Ta0r5UOabn2i7MPhE2mRN7vYvSt5uGPqKODCv+MLmT3ya9yMiPnPTZWfNKw0dQYG5H2CL9/rohtTHon1DCPvPvQfG8DXV/V1ie2xe5SEbw4fqaYyL4CvsOf0dWfXZW9IzCX88+tfYen8QjxkzzeG4yczbseJ393Ax6pWrxP9EqdwO+ZNtHts78TUe28Hrn3p7NPRf72BE5MGY9MD9n4DD31/IIqu/AlHu/1um1TPw+146ft2z7KYruzKsdtX8MkZNdlBoVe3oLXA/dSKYGWdOZ738An99dCGdSUTEVwSNW8atXvVbGY7ZRtRP80Qx8VK0+ZUofDMb3FCP1diXYedm03zMCzWKZtQ64UraiqDzPeckRhQrnVt5s3Bf3l6JL4++r71vuRo570rQ3rDeegw8V4bG288GP3cm5wRvsOIiuuwowzYf9w9Ln3/EnH8SrZg/Lb4G5/NdsSx+ad5Qef4jZn3I1TgII65mnHf2Dr07nw1FSN7tPcfb3HaEf+I+jQGxenIG4RvqknJvDlDCzpFCITPtccmhacs177WzLx+wwerKSkPQ3b10I0iwTy8vWogAoejziPVphwQAbKabdu6U3+E2knzK3ztW8TeJ9gf33F9GLiOI78T+zSovzuIfO+qa79vW6sNpegB2XUehmBkgZrsjLFDfZ5a4Q1G81FTXSr2VQZpCZ4h3LzCebyUmeRXxxk4OIV3D1FTmTYcf+H3ko9cw3+qSVPS964MyfLzkPUKRmComnQJX3Y9saKiugoTxOEwA1ZV5nJmC2box69ADqWwh2CkqhgNbZsw+7XYuQjWyQBZzSbqgxgUZ5T7sUl26nSg2hvehGRgbD8eTQTIeD1qBsa6pfPtx6dpyR4z2wXs3o2udtL+MPBkFAsG+YxtnjQYf/budw8+Qq67z0P7rB6+zvekinOtpixWLi4YLapDdFspPtxgPUM47uoo24iI+XgpPe1LOJY+OasnfPywbv6w6gmCu0+2nofew3v8zLz3w8aweWg+KALj15b7/0hMQRVejzt+icYCt0cGxvbym1DRvFwExnwQMfVdDIozZdrfo3/gKD6Xzx+2ug1jycMcxvDmv+FTvzqDB6EfPsHXV1R5aAPCdUfVzOyl74oxZiCeFH8DY70Sw/EPk4Dnd7biiF5PJlXD5CmT/8fVSZX5IwETEezCHwr4+MBneH7IQET/ZTL+bKefDje32Ta1cAAC7101nz/s7LNKbn+FfHHMtrZeSljHKffkXYL9MSnhUJYUz0M3M7+2bX4bif/UisB5XACtb76LiNhY74ed4gdLERDBgRlcqXmRxgasbyv1faKF/Er6cHUBmpZMdAVkfu1YSVXoiNDb5lfiD6UdjKTA7z0nvA//8eIF9J/bBb3Avfk8JKSOm922Od0lKzIFxYejgBwGEtH2y55X9D1MaNuCGhnk2vNa6rHwtQLUzPW5gMxnYVsfLMzAWDXk245K6XIvPw0PlskhFWomUR/EoDhl4p2g3TeDaRjxzgr0/80mbfiETEtwxTOk+I7HF2PA2GPaUAutjjkmcBS+rFPz6mCOC+7nXXfSdya/7fUrywD55Ant63i7x1Q+0cA2dfFkhCbdxMOueifxgNObfB07n1Pl5vCCr7BgrbdOjNz9ZLsix8Ppd3ln2qiZI/AibiCo7Y+ZnhBBp6pjPld4/gA8v8tT57mIZyz1nZhfORD3n9KGWmh1nF/7k8f2qtY7HdfOcGwW64v1Xouk/fpd8vNgHVtboulMClY+ZY53fKGdH4Uort+E2W1bta+EG2JBtAiuZK9j0zP2vHsxY2Oe66kIkn4tBCv3YUd5wFym3F6vTztmqtB+bEG0EXcc/MpMBlqOHwTKpri2I23+jQs+7znzf4l+Dd4f9xDLJ2oiTb3zPCT26Vp13KZswpdiYed9V/9xJb9G012RTezbjvKzWF8a2y+n41UGuQflLyFWxPb5mXOokU/v0LqJzfc1NS3bkx8sPpTL2L806teOmbRzJVqIf2/0HL/oHpS7lr8XiyL6OG6ivoePZKPkUngkWy46uv0kpl3zPqZMBPc/i+K/iQ8FRp/6gY2uJX/pa/qGMXgh3UdqZTGjZTWCPkENUd/ER7JR78eeYkqd8zWayvdScvvbTSnWsbnKozew5wpw/11/peb2Pa797WhSbdmsHsNDWNhXfgJXDt9ZcgiztzEgpj5OvKDtIRZEvR17iik5+Qe+ZCtaVRZlm+IeA9Rr2D9y0Y6/H90P/3be/ImDhJY+NRmbH7yEZU9cxVZVZrPmqUxfo/+ISCJ33w5ciP04iJ8i9YMhbhE0zpqFCz/uyA1B2UX+WMOOEbEfUyDqq5wfJlES/7gHUfZjUExEREREOY/DJ4iIiIgo5zEoJiIiIqKcx6CYiIiIiHIeg2IiIiIiynkMiomIiIgo5zEoJiIiIqKcx6CYiIiIiHIeg2IiIiIiynkMiomIiIgo5zEoJiIiIqKcx6CYiIiIiHIc8P8D+IGhLSTVj5YAAAAASUVORK5CYII="}},"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"B1461B583FF94E978D53F05EB8EFCFB5","mdEditEnable":false},"source":"\n![Image Name](https://cdn.kesci.com/upload/image/q5jc5ga5gy.png?imageView2/0/w/960/h/960)\n"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"FF4EFEF2AB424A5587358006DE570FAA","mdEditEnable":false},"source":"### 载入数据集"},{"cell_type":"code","execution_count":8,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"E556507EFE624C93B9A181F68B2CF64A","collapsed":false,"scrolled":false},"outputs":[{"output_type":"execute_result","metadata":{},"data":{"text/plain":"[38, 4, 0, 0, 0, 0, 0, 0, 0, 0]"},"transient":{},"execution_count":8}],"source":"def pad(line, max_len, padding_token):\n    if len(line) > max_len:#如果句子长度比规定的最大长度max_len更长,就截掉后边的\n        return line[:max_len]\n    return line + [padding_token] * (max_len - len(line))#否则就用padding补齐\npad(src_vocab[source[0]], 10, src_vocab.pad)"},{"cell_type":"code","execution_count":9,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"E704BB99768F474E81871942B81E0665","collapsed":false,"scrolled":false},"outputs":[],"source":"def build_array(lines, vocab, max_len, is_source):\n    lines = [vocab[line] for line in lines]\n    if not is_source:\n        lines = [[vocab.bos] + line + [vocab.eos] for line in lines] #增加句子的开始和结束的标志\n    array = torch.tensor([pad(line, max_len, vocab.pad) for line in lines])\n    valid_len = (array != vocab.pad).sum(1) #第一个维度\n    return array, valid_len#得到id组成的tensor和每个句子的长度"},{"metadata":{"id":"DF66F496328148489E11D0D826291CB6","jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"mdEditEnable":false},"cell_type":"markdown","source":"\n![Image Name](https://cdn.kesci.com/upload/image/q5jc6e5tt1.png?imageView2/0/w/960/h/960)\n\n"},{"cell_type":"code","execution_count":10,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"7BB02BF246AC4302824AA6CFA95A40D8","collapsed":false,"scrolled":false},"outputs":[],"source":"# 数据生成器\ndef load_data_nmt(batch_size, max_len): # This function is saved in d2l.\n    src_vocab, tgt_vocab = build_vocab(source), build_vocab(target)\n    src_array, src_valid_len = build_array(source, src_vocab, max_len, True)\n    tgt_array, tgt_valid_len = build_array(target, tgt_vocab, max_len, False)\n    train_data = data.TensorDataset(src_array, src_valid_len, tgt_array, tgt_valid_len)\n    train_iter = data.DataLoader(train_data, batch_size, shuffle=True)\n    return src_vocab, tgt_vocab, train_iter"},{"cell_type":"code","execution_count":13,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"DF377DA83D8C409CBC7A48ABDC3CCFDB","collapsed":false,"scrolled":false},"outputs":[{"output_type":"stream","text":"X = tensor([[   5,   19, 1631,    4,    0,    0,    0,    0],\n        [   5,   19,  285,   40,   21,    4,    0,    0]], dtype=torch.int32) \nValid lengths for X = tensor([4, 6]) \nY = tensor([[   1,   23,   61, 4306,    4,    2,    0,    0],\n        [   1,    5,   12,    3,    4,    2,    0,    0]], dtype=torch.int32) \nValid lengths for Y = tensor([6, 6])\n","name":"stdout"}],"source":"src_vocab, tgt_vocab, train_iter = load_data_nmt(batch_size=2, max_len=8)\nfor X, X_valid_len, Y, Y_valid_len, in train_iter:\n    print('X =', X.type(torch.int32), '\\nValid lengths for X =', X_valid_len,\n        '\\nY =', Y.type(torch.int32), '\\nValid lengths for Y =', Y_valid_len)\n    break"},{"attachments":{"image.png":{"image/png":"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"}},"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"A2C40BD7BF1942A48EFDCE97B0C55D30","mdEditEnable":false},"source":"# Encoder-Decoder\n encoder：输入到隐藏状态  \n decoder：隐藏状态到输出\n\n\n![Image Name](https://cdn.kesci.com/upload/image/q5jcat3c8m.png?imageView2/0/w/640/h/640)\n\n"},{"cell_type":"code","execution_count":14,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"86647F7276B743F1B4D466AF8055C27A","collapsed":false,"scrolled":false},"outputs":[],"source":"class Encoder(nn.Module):\n    def __init__(self, **kwargs):\n        super(Encoder, self).__init__(**kwargs)\n\n    def forward(self, X, *args):\n        raise NotImplementedError"},{"cell_type":"code","execution_count":15,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"A894858F5FA94C3599B3CE9D4EF88964","collapsed":false,"scrolled":false},"outputs":[],"source":"class Decoder(nn.Module):\n    def __init__(self, **kwargs):\n        super(Decoder, self).__init__(**kwargs)\n\n    def init_state(self, enc_outputs, *args):\n        raise NotImplementedError\n\n    def forward(self, X, state):\n        raise NotImplementedError"},{"cell_type":"code","execution_count":16,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"26FFA2FB4ED04DC6BA3BAAA4A522217C","collapsed":false,"scrolled":false},"outputs":[],"source":"class EncoderDecoder(nn.Module):\n    def __init__(self, encoder, decoder, **kwargs):\n        super(EncoderDecoder, self).__init__(**kwargs)\n        self.encoder = encoder\n        self.decoder = decoder\n\n    def forward(self, enc_X, dec_X, *args):\n        enc_outputs = self.encoder(enc_X, *args)#encoder的输出作为decoder的输入\n        dec_state = self.decoder.init_state(enc_outputs, *args)\n        return self.decoder(dec_X, dec_state)"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"2296785759574D6C86BD5DFBBC0A2E90","mdEditEnable":false},"source":"可以应用在对话系统、生成式任务中。\nEncoder-Decoder常应用于输入序列和输出序列的长度是可变的，如机器翻译,对话机器人,语音识别任务,而分类问题的输出是固定的类别，不需要使用Encoder-Decoder"},{"attachments":{"1575896479%281%29.png":{"image/png":"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"},"1575896529%281%29.png":{"image/png":"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"},"image.png":{"image/png":"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"}},"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"857C6A5FDBA64866B66A42F8FD1A6A88","mdEditEnable":false},"source":"# Sequence to Sequence模型\n\n### 模型：\n训练  \n![Image Name](https://cdn.kesci.com/upload/image/q5jc7a53pt.png?imageView2/0/w/640/h/640)\n每个batch训练时encoder和decoder都有固定长度的输入。\n\n预测\n\n![Image Name](https://cdn.kesci.com/upload/image/q5jcecxcba.png?imageView2/0/w/640/h/640)\n\n预测时,decoder每个单元输出得到的单词作为下一个单元的输入单词.\n预测时,decoder单元输出为句子结束符时跳出循环\n\n### 具体结构：\n![Image Name](https://cdn.kesci.com/upload/image/q5jccjhkii.png?imageView2/0/w/500/h/500)\n\n\n### Encoder"},{"cell_type":"code","execution_count":17,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"7886803BFCBC4D85A79A20B43FC5711A","collapsed":false,"scrolled":false},"outputs":[],"source":"class Seq2SeqEncoder(d2l.Encoder):\n    def __init__(self, vocab_size, embed_size, num_hiddens, num_layers,\n                 dropout=0, **kwargs):\n        super(Seq2SeqEncoder, self).__init__(**kwargs)\n        self.num_hiddens=num_hiddens\n        self.num_layers=num_layers\n        self.embedding = nn.Embedding(vocab_size, embed_size)\n        self.rnn = nn.LSTM(embed_size,num_hiddens, num_layers, dropout=dropout)\n        #使用nn的LSTM\n   \n    def begin_state(self, batch_size, device):#对state进行初始化\n        return [torch.zeros(size=(self.num_layers, batch_size, self.num_hiddens),  device=device),\n                torch.zeros(size=(self.num_layers, batch_size, self.num_hiddens),  device=device)]\n    def forward(self, X, *args):\n        X = self.embedding(X) # X shape: (batch_size, seq_len, embed_size)\n        #每个单词都变成了词向量\n        X = X.transpose(0, 1)  # RNN needs first axes to be time\n        #把第1维和第0维进行调换,以满足RNN的要求\n        # state = self.begin_state(X.shape[1], device=X.device)\n        out, state = self.rnn(X)\n        # The shape of out is (seq_len, batch_size, num_hiddens).\n        # state contains the hidden state and the memory cell#state包含最后一个记忆细胞的状态和隐藏状态\n        # of the last time step, the shape is (num_layers, batch_size, num_hiddens)\n        return out, state"},{"cell_type":"code","execution_count":18,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"F48A7CA0591641A5A0AC12882EA3DA88","collapsed":false,"scrolled":false},"outputs":[{"output_type":"execute_result","metadata":{},"data":{"text/plain":"(torch.Size([7, 4, 16]), 2, torch.Size([2, 4, 16]), torch.Size([2, 4, 16]))"},"transient":{},"execution_count":18}],"source":"encoder = Seq2SeqEncoder(vocab_size=10, embed_size=8,num_hiddens=16, num_layers=2)\nX = torch.zeros((4, 7),dtype=torch.long)#4句话,每句话7个单词\noutput, state = encoder(X)\noutput.shape, len(state), state[0].shape, state[1].shape"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"C9CE0E8FBC8A4F7389B173DD62206CD5","mdEditEnable":false},"source":"# Decoder"},{"cell_type":"code","execution_count":19,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"75A71227061547E0AF5EA9A5EDAE77F3","collapsed":false,"scrolled":false},"outputs":[],"source":"class Seq2SeqDecoder(d2l.Decoder):\n    def __init__(self, vocab_size, embed_size, num_hiddens, num_layers,\n                 dropout=0, **kwargs):\n        super(Seq2SeqDecoder, self).__init__(**kwargs)\n        self.embedding = nn.Embedding(vocab_size, embed_size)#这里是法语的embedding\n        self.rnn = nn.LSTM(embed_size,num_hiddens, num_layers, dropout=dropout)\n        self.dense = nn.Linear(num_hiddens,vocab_size)\n\n    def init_state(self, enc_outputs, *args):\n        return enc_outputs[1]\n\n    def forward(self, X, state):\n        X = self.embedding(X).transpose(0, 1)\n        out, state = self.rnn(X, state)\n        # Make the batch to be the first dimension to simplify loss computation.\n        out = self.dense(out).transpose(0, 1)\n        return out, state"},{"cell_type":"code","execution_count":20,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"8B922C6FCF5643CFA46ECB509A109C8B","collapsed":false,"scrolled":false},"outputs":[{"output_type":"execute_result","metadata":{},"data":{"text/plain":"(torch.Size([4, 7, 10]), 2, torch.Size([2, 4, 16]), torch.Size([2, 4, 16]))"},"transient":{},"execution_count":20}],"source":"decoder = Seq2SeqDecoder(vocab_size=10, embed_size=8,num_hiddens=16, num_layers=2)\nstate = decoder.init_state(encoder(X))\nout, state = decoder(X, state)\nout.shape, len(state), state[0].shape, state[1].shape #10是单词表的大小,从10个当中选择得分最高的作为输出"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"4E7FF047303445E881C9C7617FC845A9","mdEditEnable":false},"source":"### 损失函数"},{"cell_type":"code","execution_count":24,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"28493F1E5E1B47CA9FD60AF2AF1E2491","collapsed":false,"scrolled":false},"outputs":[],"source":"def SequenceMask(X, X_len,value=0):#填充是可以使用value=0,也可以使用-1\n    maxlen = X.size(1)\n    mask = torch.arange(maxlen)[None, :].to(X_len.device) < X_len[:, None]   \n    X[~mask]=value\n    return X"},{"cell_type":"code","execution_count":25,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"EAAF6E804ADA42A8892B4445F503E004","collapsed":false,"scrolled":false},"outputs":[{"output_type":"execute_result","metadata":{},"data":{"text/plain":"tensor([[1, 0, 0],\n        [4, 5, 0]])"},"transient":{},"execution_count":25}],"source":"X = torch.tensor([[1,2,3], [4,5,6]])\nSequenceMask(X,torch.tensor([1,2]))"},{"cell_type":"code","execution_count":23,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"8AA5E43A0A8F4FD38C6E5AF16A747C6C","collapsed":false,"scrolled":false},"outputs":[{"output_type":"execute_result","metadata":{},"data":{"text/plain":"tensor([[[ 1.,  1.,  1.,  1.],\n         [-1., -1., -1., -1.],\n         [-1., -1., -1., -1.]],\n\n        [[ 1.,  1.,  1.,  1.],\n         [ 1.,  1.,  1.,  1.],\n         [-1., -1., -1., -1.]]])"},"transient":{},"execution_count":23}],"source":"X = torch.ones((2,3, 4))\nSequenceMask(X, torch.tensor([1,2]),value=-1)"},{"cell_type":"code","execution_count":26,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"2FA64864BA224A49B54C188323F7044B","collapsed":false,"scrolled":false},"outputs":[],"source":"class MaskedSoftmaxCELoss(nn.CrossEntropyLoss):\n    # pred shape: (batch_size, seq_len, vocab_size)\n    # label shape: (batch_size, seq_len)\n    # valid_length shape: (batch_size, )\n    def forward(self, pred, label, valid_length):\n        # the sample weights shape should be (batch_size, seq_len)\n        weights = torch.ones_like(label)\n        weights = SequenceMask(weights, valid_length).float()\n        self.reduction='none'\n        output=super(MaskedSoftmaxCELoss, self).forward(pred.transpose(1,2), label)\n        return (output*weights).mean(dim=1)"},{"cell_type":"code","execution_count":31,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"F59552886EC2485E8567BCD3C33F6D06","collapsed":false,"scrolled":false},"outputs":[{"output_type":"execute_result","metadata":{},"data":{"text/plain":"tensor([2.3026, 1.7269, 0.0000])"},"transient":{},"execution_count":31}],"source":"loss = MaskedSoftmaxCELoss()\nloss(torch.ones((3, 4, 10)), torch.ones((3,4),dtype=torch.long), torch.tensor([4,3,0]))\n#3个句子,每句4个单词,单词表为10"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"E8BFAA3559C240B6AFF8D4C053CCEE44","mdEditEnable":false},"source":"### 训练"},{"cell_type":"code","execution_count":32,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"158F3AF8015D44F6891C579EAE3AC2F6","collapsed":false,"scrolled":false},"outputs":[],"source":"def train_ch7(model, data_iter, lr, num_epochs, device):  # Saved in d2l\n    model.to(device)\n    optimizer = optim.Adam(model.parameters(), lr=lr)\n    loss = MaskedSoftmaxCELoss()\n    tic = time.time()\n    for epoch in range(1, num_epochs+1):\n        l_sum, num_tokens_sum = 0.0, 0.0\n        for batch in data_iter:\n            optimizer.zero_grad()#优化器的梯度置为零\n            X, X_vlen, Y, Y_vlen = [x.to(device) for x in batch]\n            Y_input, Y_label, Y_vlen = Y[:,:-1], Y[:,1:], Y_vlen-1\n            \n            Y_hat, _ = model(X, Y_input, X_vlen, Y_vlen)\n            l = loss(Y_hat, Y_label, Y_vlen).sum()\n            l.backward()\n\n            with torch.no_grad():\n                d2l.grad_clipping_nn(model, 5, device)\n            num_tokens = Y_vlen.sum().item()\n            optimizer.step()\n            l_sum += l.sum().item()\n            num_tokens_sum += num_tokens\n        if epoch % 50 == 0:\n            print(\"epoch {0:4d},loss {1:.3f}, time {2:.1f} sec\".format( \n                  epoch, (l_sum/num_tokens_sum), time.time()-tic))\n            tic = time.time()"},{"cell_type":"code","execution_count":28,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"08CBFD23FD6C40E890E96ADFA0FE161F","collapsed":false,"scrolled":false},"outputs":[{"output_type":"stream","text":"epoch   50,loss 0.102, time 37.0 sec\nepoch  100,loss 0.051, time 36.9 sec\nepoch  150,loss 0.034, time 37.1 sec\nepoch  200,loss 0.029, time 36.9 sec\nepoch  250,loss 0.026, time 37.6 sec\nepoch  300,loss 0.025, time 37.7 sec\n","name":"stdout"}],"source":"embed_size, num_hiddens, num_layers, dropout = 32, 32, 2, 0.0\nbatch_size, num_examples, max_len = 64, 1e3, 10\nlr, num_epochs, ctx = 0.005, 300, d2l.try_gpu()\nsrc_vocab, tgt_vocab, train_iter = d2l.load_data_nmt(\n    batch_size, max_len,num_examples)\nencoder = Seq2SeqEncoder(\n    len(src_vocab), embed_size, num_hiddens, num_layers, dropout)\ndecoder = Seq2SeqDecoder(\n    len(tgt_vocab), embed_size, num_hiddens, num_layers, dropout)\nmodel = d2l.EncoderDecoder(encoder, decoder)\ntrain_ch7(model, train_iter, lr, num_epochs, ctx)\n# 损失逐步减少"},{"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"7F4C5D893110439FB07B542D4C161ECD","mdEditEnable":false},"source":"### 测试"},{"cell_type":"code","execution_count":29,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"13CC26D191FF43BF8BB79FB14CDF7BAF","collapsed":false,"scrolled":false},"outputs":[],"source":"def translate_ch7(model, src_sentence, src_vocab, tgt_vocab, max_len, device):\n    src_tokens = src_vocab[src_sentence.lower().split(' ')]\n    src_len = len(src_tokens)\n    if src_len < max_len:\n        src_tokens += [src_vocab.pad] * (max_len - src_len)\n    enc_X = torch.tensor(src_tokens, device=device)\n    enc_valid_length = torch.tensor([src_len], device=device)\n    # use expand_dim to add the batch_size dimension.\n    enc_outputs = model.encoder(enc_X.unsqueeze(dim=0), enc_valid_length)\n    dec_state = model.decoder.init_state(enc_outputs, enc_valid_length)\n    dec_X = torch.tensor([tgt_vocab.bos], device=device).unsqueeze(dim=0)\n    predict_tokens = []\n    for _ in range(max_len):\n        Y, dec_state = model.decoder(dec_X, dec_state)\n        # The token with highest score is used as the next time step input.\n        dec_X = Y.argmax(dim=2)\n        py = dec_X.squeeze(dim=0).int().item()\n        if py == tgt_vocab.eos:\n            break\n        predict_tokens.append(py)\n    return ' '.join(tgt_vocab.to_tokens(predict_tokens))"},{"cell_type":"code","execution_count":30,"metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"D978A9B7B69B4E99942AE11491A7273B","collapsed":false,"scrolled":false},"outputs":[{"output_type":"stream","text":"Go . => va !\nWow ! => <unk> !\nI'm OK . => je vais bien .\nI won ! => je l'ai emporté !\n","name":"stdout"}],"source":"for sentence in ['Go .', 'Wow !', \"I'm OK .\", 'I won !']:\n    print(sentence + ' => ' + translate_ch7(\n        model, sentence, src_vocab, tgt_vocab, max_len, ctx))"},{"attachments":{"1575898112%281%29.png":{"image/png":"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"},"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAfQAAAIaCAYAAADWcL/lAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAP+lSURBVHhe7J0HgF1F9cbP277Z9NBr6E06glJFpHdUEAQUCyJ20L8KKihgQ1GkiwqCAtIUUEHpAtJ7r6GEEtI32/e9nf/5nd3vcbMm2ZDdZDfhfpvJvXfqmTMz55uZe9+9heSwHDlyvGfR0dFh7e3tNmLEiLhuamqy4cOHx/mSAOpXWVkZTpg2bZqNHTu252pg0dXVFceKioo4trW1WV1dXZyj59ra2jifNWtW+FdXV8f19OnTbcyYMXGOWSau0i0oSqVSud7Z8+bm5sib65aWljhHXmTXsbOz04rFojU0NJTTEreqqirOlVd/QD0LhULPVbeMlFtTUxMycM2ReMOGDStfo7NsfeYH5EF9AOnUPvQPykP/tA3loB/qDaQLwiZPnmxLL710+E+dOtVGjx4dedFW5EFdlJ/k45gtF/0tLOSEniPHexwiGQwP5xg0gCGT0VtcQR1EGBwxrPhhcAdi4qL8s6SUxcyZM23UqFHW2NgYZUKcTCYw6iNHjrTW1tbQsUgeQCb41dfX9/gMDGhfkQvykr9IB9D2lE0YMqvt8SOu6qgjExJNAvsDdEhbAPSDngC66a0D5IUw0RdySJa5ASImDnXMxoX2KBd/9CGSxU/jgEmD2oU2A0wCyRPZaD/Soif8yItzJnDkRz3IT3oUVDbHgSb3xXu05siRo9/QnF5kB5aUeT7GGUMOCQDOtSLGCPcX5CeikKGmTPKmTIiRI4Sl1TbxIYM333wzCAvSgAQEwgfK0CMT5ANBQTiaVJA/hDxjxoyyvMgBYbFLIJKCyIjDterJJAVoBdsfIBv6QR84QP4icyZCTCjom9QBObSbMD+grUXa1Ie60kZygLwIBxyJw0QPfbAjgZ6QTTs6InpW9OiR9FyjH841IQYqj3bA6RqZBprMQU7oOXK8hwHR4DA2GCWMNEYMh9/iDpE3xhaDjjFl23TKlCnl7e3+QDqSwQYYdRzXEPWNN95o48ePDxn++te/lstdfvnl46iJFORFfNoBuSGy/kITCfIEEDTlkT/EM27cuPJqFBIF6Ontt98OP2RdccUVg2QhMOqgvETw/QGkTV9T2ZpwcE07QaTIAflRnpz0Nb8QgWoVzZF8ASRLGEd0o4kX1+iIXQjCKY9+AygfWWkj9AWohyaOlIE/ZXAuuSkXl+0vA4mc0HPkeA+DlchSSy1VJvZzzz3XVltttTD0rC4Xd5x88smxsoKEVl999TCqyyyzzGyrqP5AKzpA3jLeGG3KhCw/8YlPxETppptusv333z/iY/wBBA5JIA/kBZkQDmEMxAoOMiIvCBlZ0QVEdNlll5VJEr088cQTQa7E+eMf/2grr7xyhOPHToLIHWilO1CERL7Z1Tj5Iif3pwH9EqAr4rBiRs/z2z+z7YLctAn614QJ/QDaDP1TPuVQT+pOOtqHa9oIHSEvbYojHUDXELomw+iMfJCfMlUOIM/s9UAhJ/QcOd7DgEwwPhhvyJ0jqzMM0JKANdZYIww3Bn3ixIlRP4wuflpN9QdacYEsuWP82ar+4Ac/GHplorTTTjuVV6LIgd4h2q233rpMGldccUX4I69WkP0B8iAf5EcZkCFEsuyyywYZUQ4Pd4kcIU380A3p6AfsJDAJQC7ICeIiTITYH5AfcpE3eSITZd17771xJGydddaxv//97zFBglCJA6TL+QF6oE0A+aBr8kH/0jN6oe60I2VD7qeeemqU+dnPfjYmucQlHnJzJF9IG70B0gHioUPSavue+Pipj6jfDCRyQs+R4z0MVucYTQwQRpVV0bbbbhtEtOmmm/bEWnxBnajHhz70Idtxxx3DqGJ0eVJZxrc/kFFGh+QNaeAgG4z+pz71qSBpVuaQB4RBGgiANFy//vrrkQeALEmP0SesvyAfyUW5rCzJl7qLkCEwHECmlVZaybbaaitbb731bPvttw9SZwJCGPGUH7L2F+QJaCfylbwbbbRRkC6yIieEiCMekxIwP+1HfGTmSB9HB5AqOmdX4owzzogyiJOdIEDmTz/9tP3qV7+Kc9oPIK8mv9IpkyFNgMkHucFxxx1nTz75ZJQlHSIz9ZNMAw7PNEeOHO9huIFLLS0tce7GJrkBjXM3OnFc3OHEGnUE1Ik6OqHGdX+R1ZEb+MhbcAKPo6/g4gjQs2TxlXGaMmUKVj05Ocbx+uuvT05qEe4kEMf+AplUJrog/7vvvjs5GUWZTjLp5ZdfLpcL3nrrrTiqLziJlvMA2Tr1B9IXutD59OnTk5PrbHq55pprIgyobOL1BWTO1uuVV15J559/fvIJXuSLo92A+gTXuK9+9avJyT4dc8wx4Y9O8HeST5tvvnladtllI/1qq62W1l577XTwwQen3/3udxGXfkFa3Ic//OHwp+wssnINFHJCz5FjEIEhE84666zkq4EwtA0NDRH2la98JfmqOS2//PLJV0vpkUceibj/+te/0i677JJ81ZJWWGGF9IUvfCFNmzYtDA4kATDe4A9/+EPEXWaZZZKvEpKvVNLuu+8ehklEjsEGv//978NI+aoj+Wou/PoDGa3ekwMZ7wsuuCBtscUWUR51XnHFFdMaa6yRPvnJT4Z8SnfSSSeFXJDP6quvHn6A/G+55ZaoE+EYUBl6ws4777zwx/mqquyvfPsqH0AKkGt2EpA9R+fZ6z//+c/pYx/7WFpuueWi3FVWWSXttttu6bLLLouyRTL4ET5y5MjkK79od474UR9IB5xwwgnhT3tAHrQZ8lPuX//61+gDqqPaU6BPfP3rX09LL7101HGdddZJf/vb39Ltt98e8ckXN2HChJAJnHPOOWWyxwHCnnnmmfSZz3wmbbrppiEH6dD3+PHj0x577BHtQN3QBfFp4wsvvDDygpg5zpgxI33jG99IW265Zeh7gw02SKeeemqkU5tsvPHGUX/i018ZE8jBOJA8InXKIB3p0QdgMgCoO6DtGC9777136AqZlSf6yKbl6CvqSIsMlOkr9SiHfN73vvdFWvKQfiQnR8hf7bv++utHOH2WI3H23HPPmLQxUSIe+gDSPWAsUp7GyLtBTug5cgwyRLxnn312DHwMJcZh6623LhsNjB8GAcK5/PLL41phWsVst912ZSOGscAgQBoQPuErrbRS2fhwjaHZaaedysaMiQDGXASBMesvZKSRB2DsKQ9/SBrDiOHMkhLXyEb9tUr98Y9/HLLjD0EK5PfHP/4x0kF4HGXQAasx5Q2hIQd5YkBPPvnkPstHThlWzlUf0uMkH/7I8ulPf7rcHjhkVZ5LLbVUkAqgzSEHGXvanKOuaSPKByeeeGL4ISOTGekS/OUvf4kwSGbYsGFBECIJJjbbbLNNhKObMWPGlM8hFvTZF6GzCmViSZn//e9/y+k50gdJK5lJwwQJsBpFJ7/97W/LYcRjFav+J0f//P73vx/pIGomWExysnFwtBX50L7SexboXzsKrKaR4Utf+lKZWOXQw5FHHpkeeOCB2QgVfZEHQD/U75BDDolr6p+dHDIRYPLLROEnP/lJ+va3vx31YlIONFG/5557QgbGXraPrbvuukH+r732WkwgAGNXbbCgyAk9R45BhlaUMhhZgtl5551j9cO5Vu8yqAceeGCsljjHsQK97777ysaJbT4M7tixYyMcAvne974XRhV/Gc3vfve7UT4G+MwzzwxiwB8D1V+IfHTMGmIMq8gAGf7+97/HihNDB5mxrUk60pxyyimhE2RiUgNEtNQTvbADQV5MGNABDp2iN+pLeeSndOPGjeuzfMrOrpRk8IEmDhhloIkFq2HKZIV/8cUXxxEyJwyy/9nPfhbxmZhBZNSJutGurIAJ//nPf54uvfTSiPfDH/4w0tIvIHRNKgAyE0abkQ8EJRl//etfl3WCg9h+8YtfxOpY9UYvuL5W6OAf//hH2mSTTdKPfvSjyIey//SnP6Vtt922vHrGqY3RG4SezQsZKZ+JDefyZ8sa0HZXX3111Bm5CKNfH3300TGpYxKYBavZSZMmldsbnH766WmzzTaLtMoD+T73uc+lO++8s6w/kb8mtOSF/iZPnhz6ZAKR3UH77Gc/W56gMYZ0S0U7Yow56q76q18A+gpls+OmPCQf4xKZtbtCH6Vc5f9ukBN6jhyDCAa6DArGj1UBBhDjjbGXkZKBgiw4Pvjgg+H/1FNPBXlgoEmHMQYY9bXWWiviYsx23HHH8MdgYWgPP/zwCIPUOOqeqQhdRnggQblZctS2JbcT2NYUQcqQycDhz7YzMuG0QtckgS1k8tEKlLqjN/TKKgriwFEv/CWD6jiv8jH+OLURcWSwOZKfdlhYhYnYWLHpNgbyID9tRJ1ZnZGOcFZnmqBB6pAZULuDLKGz1S1Cov7XXntthGkSpskh6dX+5MvWNqAeyLPXXntFWF+Ejk5Jg5xZmfBDj/izEiYujjrecMMNZbL85S9/Gf1TcnBfWhMOwjRJozxITGHc01ee6IdtaspTm6NznattADKSH7oi7T777BN9QMSMXKyE1YbkQb5qe8DtEtJya0Ay4dAL/uz0oDPqtd5666X/+7//S/fee2+kpe8QlzwlLzJldffGG2+kiy66KCZvqiNuQQi8N/Kn3HPkGES4gY+nX3XuBifO3UjZt771rXgyGqy66qoRzw12PIHMz7EaGxvjSWR+V+2GI54QdmMV8fnpma8QIsxJ3HxFFOFujOIJ26OOOiqe2HXDGPHdgJaf8nW7EHGdnOK6vyAvQN0ok2vqtd9++8XPenwyYXvuuWfUySca8TvoW265JeQAThLmxjHSoSOuAXm58Sz/Phrd4IcuiAfc6EZ93cDH74PxJxzd8eRyX+U70YRzAoj8KJv0gDyBT8LiJ3E4wUmk/Lt3ZDjvvPMiHfV45plnQg6elCYteicv6kdcQFzKJD4gftYB5KP+8kNOjuRDns8//3xck8dBBx1UbleOhx56aPx0rS+QD2WssMIKcX3++efbhhtuGP2RvPlJGU+kU0/qQL997rnn4hy90zaqA2UfccQR0Y+RwSccUcdsnyAN7URdnOzjSXpkoJ+qHZGHI3FIRx7oi35OWp8AhG7J96677rKHHnrInn322QgnT2SiHbmWnOSF7E629q9//Sviff3rX4/fw+PP9ZFHHhm/mEAW5MfPJzP285//PH6SyE8T6U/kTV8kX2RATxzJBzkJe+SRR+yqq64KvdDmOGRnjFAf4uLeLXJCz5FjEMHgx0Bh9ETskC7AmGF8eGMW4RgQjAQGgnOMx6RJkyI9afmdLGEYQIgdf4idfJZbbrnIA4MiY4jDeBD26KOPhiHE8BAHYLQGAsgBZNgpFxmOOeaYMLzgpZdeCmN28cUXm6/ibPfddw8Dyu/kqZOIjnOBOqMH6itIR4DjnOpAHBwTpr7K1wQJmQHlK08Za+JgfCFnSGKVVVaJCQPthk4BkwbCNfngJ1NZqO3JE4gMICyOKl86BKTBnzIgGerkK/WQRRM14tMvIGDyIg66RGf0nb5AXqSZNWuWfelLXzJfjcZEAeKjbMqBiJk4St/8FNJXtiEf5YuYCN9kk03iiN+6664b/pqg0U/QEfmiV/oh8egraifVnzTSC/Xnmn5OPF/Nx4Rl/fXXj7Y566yz4rf+W2yxhX3ta1+zm2++OdqHCSvykidlIO9JJ50UdaXt+Wkj4dk2ueOOO2JS8+Uvfzlkg4R5CQ96QD+MJ+IxEVCe6J3x9f3vfz8mQBtssIGddtppkR4ZDzvsMPv3v/8d45D6o2/S4t4tckLPkWMIAGPGAMd4YMwY1BhdSEZvzRJxYyAwyhgrVlmkwYhgVDhi4HjVKCAdBop8ZCSIRxmKC9mIaPDHwEEM2h3oD5CVPDGM1Ekgf37r/vrrr9t9990Xb3Q78MADY7VHPHTx5z//2R544IHIA2MNOBeJCBhZDDp1oxyMPHXgnHwAdRVxAMrYcsst+yz//vvvj/ikFZmQvwDpoGNIHGMOCbz66quxymcyxTllYPh5Uxz5ITs7K+QnsqCtkVFAP5SJ7iiPeMhEPjhAeohC8hCuvoEf+oDMaV/aX/nTb5BTOp0XqBv5UJd//vOfMWFBr/y+nh0gzsmXyYHk5Rxyolz85AR0Rl+eMGFCXCMzoF7qJxAb58SjLvghB2WpHSBl6qxrVr64bbbZJgiTvkPbIiv9/MUXX7RzzjnHdtllF9tuu+3s2GOPjZWy2pu3wl144YURF0LnSF9DFnZfqDvnn/70p+1nP/tZ6PTWW28NPRCXNqMOyIPs7FSccMIJsaO22WabxUtq6A/oHRJnJwAZTz/99JAHfVGG6iO9vCt4wTly5BgkuFGKow/keHhK97Q1NN34xZGfUblhC3+ewAU+8ONeIvdH3YhHuBuy8n3B7D1UHvAiLv5uFMv5uSGKOG7QQgaetHfjWy5roODGKcp2Ixj3pinPiS3uZeLPUfec+XkeZeN4OAx/PS2Nc8OZ3DBGXDfC8VAR/j7ZiSP5A/K96KKLyveuSUdeOHSALH2Vz4NYagMn3TgSF1An8gHolp+p0Q5OPPEwI3UkLkcnpoj30ksvxT1dwMNXTpTl+984HjSTbjgCHpKjDoQTlzpTHn2He+qEUSZ15J42QGZfOUYa2pgH0dALdUTuHXbYIcJ8ojDPe+g46vDCCy9E3bimvLvuuivKQCf8XE26Rw6e+hbUbqTh4Uzkls7Ig/iEI7sTbshIe9AXqavuV/NrBaBwIJ2qTQX0I8if/HhAUfXG6aFQdA2++c1vxvVxxx0XMiIr8AlQ+s1vfhMPNnJ/nSfZb7zxxsiP35ir/fj5HlBaJ+7y+KIOlM1PSHmIjzoof/TOg3XSC+Wpbu8WOaHnyDGIyJICRovBrwffgMhp1113DX9fMcXP00jHoOfIQ10yjD/96U8jPsYWw+Mr7/DH6PCAEE/ZQjbyx9Dw8A/GBSPDz44ogzAMeH+RrZ+ITcaKp66RhSfMr7rqqnTdddel448/Pp54pnwcRpP4vtqJayYnkAc/dTr00EPjN+P4i1Coj6/SysaS34TjDzEQR/pELiY8fZV/ySWXlB+oEqEDzkXsAFJAVhnwNddcM9rp3HPPjQfXaAsmYsjPT9vQCfrgOHz48DJhMznhZ2pMZPSgFT99Ioy6UQceqqMteQgPf5VJH9DkA4Jgcgcxi5whdR7g4kl1/fIBR9k8FCggq/zRG6RI/ShHcu63337pyiuvjKfc1fc4Ih8PuwHqx68MJAN5CbTP/fffH/GpP+l5xwKTLEBfRFf4c9xwww3jwUL6t/SuftUXyAu9KD6TF57Up53p4xAsfvwigIkFky4gXdKfeIAN/eOIo3PqxTWTA37Clu0j5M2vEuhf9F8B+edX9neLnNBz5BhkYDAhLX5+hcEUOWklAjDgGBD8IaEsIHpWD6wI9JMoDAaGiJ+2ZX8mI+OPw6hDMvweF1AexpgwSB1DOhDASGMcZSABKyaMNMYQJ5nkKJvf+moHA6PLb+YVLh2hL35rjTHWm7sE6o9O8UM3TGoARpd8+b1zX+XztLWQJRKt/LKGmV0Ddj5oD+QjD5xWgjj0z8/ilI6Jxac+9anyKg851c4QK7ojX36lIOKU0ySNMhTG5INVP4A02b1paGiIcK2wkYf3EyAj7YxMPKmOTqgXJE08CBj9AsIOO+yw2EFSWZKTn6CpzlyzKlff1SRVjnoTBtnfcccd5TzIUz/zQs/0FX5mJt3RRsgCgQL6Q3ZCNTdoAgcYY9kVPv3giiuuiHMmOpRz7LHHlndGAH2INmLCR/3f//73x7hB9+iHyRGT5GeffTbio3PajHredtttUSbl4TiXzFxr8jKQyAk9R45BBgYDx1anjCIrTwwAgPwgCowbhuSjH/1obNcKEA9pcPxOF2NIfgADxstHMPwQHvljkCAIVuYiTOJRXtYAQxQDAa2WMaDIpZUp2/sHHHBAbHGzy0CZGHZ+W89KjC1YoC1RyIotTyYv6IIV8M033xy7CpIZBzkByIntbU1iICN0KbCNOj/lA2QXOaBfETrgXGHUC5loI3SNQ1ZWavyOmTZ++OGHI64mOGxnM/Fixa3VKu3Mb72FJ554IvoA2/qQMO3Hz/XITzsqtC8EBNAzctFPIEbIB2KHkKg3RKa+hnwiJAB5ifxx2sJGXt5jwESMNMjL9jrh7PhAzpTB6ldghU7ZEDJhakvy4udtKoMwCJ7+yJYz4JxdGCak0guOttAtl75A3xOBA841NgTqjl7J+/HHHy9PtjiqXYHyYZwQRj4c9Tt0+qf6FzIqHyFbLnlJFwOJnNBz5BhkiPCyhkdGTX4YZ4wghkJbwNn4IgeAISRMKwCRqNDboM1ppTA/q5/5AfmI/CgHI6br3vLrurchJb5WnZrkyIjqiF4A9czqApBftix0K50LcysfXVEH5FbZ+ElnlE86HHqHQCWLgEwiWiD5yFNbseSJfzYtcuD3Vs87AtBDtl2y+ZAuO6nIkgV5q82z/UBby8QHyi8rq8BvpwX6H/ojT+WntALEhh/h0jV6R0/ZPiBkX8KCbtG18qb+klFtRJz5JXW1l3Sna40xXpsMmfMbeaA+RfmUh/zEVfsL1EHyAMLRHX1VbUF/UDrict5bVwOJAv95ZXLkyDEIcOMSTwb76iaedPZBH/6+YomjG6E4VlZWxhPuAD/ikc6NTTzJ7IYintZ1w1d+0pkj6QDDHEe67JF4ghNSPO1Lfm6QoryazNPJCwLKcOMeT0sjt8qjHGSjzsRBbuT31XT52lfLIYevVqMunBOOXMoTEB/98bQxPyFSGuqIIz7lkBYZKMeNdvw80I3rPMuXDvEDlAOUjjSCk0S53SgXOfgZFaB9BPJUPEAYeqFMlUXbOmHEE9HKl3DANbI7yUTdfLVcrl9WBsLRA3mrf1B/8kUu4iOj/KkvzkkpfvWAH/Kga+KTh/SvfkU9qY9kRkbagd+YA8LQGWHEBaobfcvJPX7yhhyAfJGHuMTLgj6DfD6hiD5Kf6XufYF06gfIgqxZ+RUG6BfIzK9HeLIf2RhjyETZ6AC5NC7QMfpFV/qliNpTehQoFycZsuUOFHJCz5FjkIExkLGRscMo9zZokAiQMWHoilhktDFUGJ7ehKdjNk+uZaQxZPx+GIOMoRw7dmxPrP4DkhEJyIBhwCkfQ5k1augCA4ofpIXR4xoZqRdAPxhp9CUizBIfQC/SE3lAeJQJEWR1QNp5lS8SAcTF2COzrikHP+LI0FOOiEkGn3ORCEAmdA/hciQcAkDvXKsc5KFO1I1zwkXeyodykQMZ0AnyQ8CaEJAXUPnonTDi8cIY6Yoj9VZ+Wf3hR31JB0n1zhMoHoCoqRsyITd1wQ+dSudqV+WRTU8cQDydUybnyEW+2fhzA/UgTu82xh+gH87RWzbPrI5pT+oClA5ZaFfSqX4A/ZAPYeiZscR17/YnH5wmfAOFnNBz5BhkQBoMbgY8hgADgcHAsHAtYCwwIDICDF2uRWTkISMs49kXRPwYMPLiqFXFm2++acsvv3yc9wfIiaGkflotyQASRn0x7vhhYIWswSYe9cdArrTSSuEH8Ulf5I3RRm/EJQw9QQDkI70A/IhHfhD8vMonLnohf66Rn3hZIhHpqz3QvSYgXGfrQRvhDyiXtJRJWtoRmTnHZcsgHcRCW5E/Mqhv4E855IsOuCZcZUku6sBvnXu3qQgLeYiHrpCF/MkDOfAjDHm5Rr/0Oa1Cmbgw2aCuWtGTRvVCH5RDXdVf0S3ykpd0JcLOgvjkm22b+e3fAvWgzckbPQia/KgtqJsmWdIv5eNHek0M8OMcxzlxkVFpiMu12hrghxygdx8aKAx8jjly5JhvaEaPgcOIyKBhQGQcIFkcBg3jg1EgLpBhxXhgMDCgGFSMHWEyLFlwLT8IAmOMDJSnMnkZykCQOUYSQ63yMGJcA+pEXSgTYqUeAB0QBqgPdWD7k+1VyJwwtl1JR/7oC8NKOow1ZaAn9IA/1xhuwJFr0rAj0Vf5xCM+jryIi0xAutU1bYmfyEzGW2UDxUcH5IVhB+yQkI5yyYfyqBtxmViRH23FhIZ4qjsgjPZDPvKh72hSgQyEkR+gzgAiBoQTn2vlgQzoAhnRJzIit/oqxEw4dYXMecseZI48kJt2d9AjeSAv5/RfjtIzeeKQQe1GnqoXMnGu+EBtQ18gbV9AX+SJjtCH9ABIj2wC5+gCnaNfdEgcdEI9IH21KdfohbZFFtJQDkAHyI2uADKTljjIgJP/QCNfoefIMcjgNZq8WQtjg4HAUGAMMB4YosFEVgZIFOPGZEErs/6Ct4pxvxIDiMOgAu0cDLZ5wujSFjK+1B+dYKCzK8b+QLqk7SEVrQ4hlL7uEUMsCxN96Z/yRWToiL6L/Ojn3ayg+wIkTj9E9xAiREsZ6GkwQZ9FLtqQtmJigj6QNztZWFTICT1HjkGECA1jiHHEIGAMtLqCQAYTyCSCyZIHZMN1X4QzP+AVoLzXG+JkdSNACJQzmJCBBugAXWDAOWdng/D+gBWkdMgKWCTAg2V8BIXweSHbJgsD80sP7JzwelQmp9rZya5SFxSa5Ig4GReMD42VhbHKfbdAJmRDFvVfPszDzsWiptec0HPkGERgqFiNrrbaauUtcoCBgMxZhQwmtPXbG8jLF9rmZ9tzXtC2OAbwhRdemG2CoInEYAMjTbtINq55mh55tb3cXzBxYXcCfUJWtD/HxcU8sw2/5pprBqEz0RH59nfCQx9AN0svvXT0E8qhT6CXobBCB9wO0nY9pM6Y4Yg+Xn311Z5YiwY5oefIMQTA9vLjjz8eRAFYhWAY+msQ+wvtEGjXQGD1sfHGG8eqciAg8sIQ4iBQ/Pq7wusvIA2tmtlWRQ/ch2ZreaBMJyQOaekWxuTJk4PAuHfMhGcog8keRIZeOKIvyHwgbxfRx7i9QV+gPBwTB74gN6fJ5qKEdpV0n59603cZK4MxIcsJPUeOQQSGHKOAQdBQxChyjkHMPsQzGGAble1U5MFQsQXM5ANgZLNb5AsC8mTSkjV+OuI32EAWiBwCRx7d4+ecicdArEBZZUJManOO9AFIQboYqoDAgHYw6A/UAZ3hp4fw+gP0rImDdE7e6EjtMVhALia99AftsHGbgNto6KOvWyYDjZzQc+QYAsCoYxBYrfHwGSs0jMVgr1CF3it0kCXhBYW27CEB6s8EBkd52h0YTKB/SCQrCytGDDbk1d9JhwidMvRwHGXR9voE6VCGVs0caUP6LtcDdStCv25ARypL99XZfh/s8UH59GGInLGADnStydmiRE7oOXIMIjBOgAfAuPfIUQQiwzWYgLRYEeleJSsOPWkMqUn+BQWrLPLHMFJvCBJCx3DjP9g7FEwsWJ0jD+QLaBNIRj+d6w/QH3lQb6322bWh3BVXXDGIYSgD8tI9c/oudCKC11Z5f0Ge6IcxQd/jNgT9r/cEczCAPPRb6k+9aUt0QlsyKef2yaJETug5cgwiMNgiLgwgBoFzVmuscgZ7eGJIZaC1mkY+GTH5LSi0QqUc6sqqS/kOxgqnN6i7jLV0QP0lb//Rrb+Zsxpt5IiR1tFVtC7n8LrqGqugjNL/6rfL5zjyLaROY4+Ab5YlP0lWYV1xxK8iXjSiMJecJMa35So9A/Jpd0fcWr8u9OSaCr7CjPhmVe7rOUZe5AHw784JUEYh+i47Ck2Ns0IvFUxOeuKTvxBe/+Mxd+jni/QTTaKYJGRvBQ0m6AfUnUkestBPmADqmYJFLd877ZJjsUTvFRIdCmOLY/UD6HBcg+w9HXU20igu8eiM2TCAIWO1pnwAabLhAjIpP0AYeWKsFR9QBi4bV6sgXqYB2ZFOIB8ehhGyqxfyQL5s/spLYCWh+iuMdOSres8pPX6Ssbd++gvIQXrI3keHzKkfusRoUC6O896OeDpni5YjQG7qRjhHlSNHPAwmR3QHOEdHHKVfiAxIVkA4rr8gT6DVqeSERCkfvVMOKyEc56x6OBKPF+DoXHpQG3GOH3Wj73GNUzm6xqErjpRHGqUXiXOkfOTlemDg+SRc0RpGNJi3lnVWuFzVVdbqfs7oHsddp+u8zduw1ftm8rq634y2VmsqtVqx4P0i+bjqaLSO9iYn4pK92TjZ8/Jkkdz16/mU/NjmKZu9vCIq7/ByvGgeuXvbStbhcSs8DnVr9zybPIfJndOtxf9mtk73fIqeumjeCh676Hl1WHuXX5U6gp9ZLbe3+njx9PExWvpOV/IaebtkXPQfXMmdh0fieUC/ZWd1jmx6+ExvC6RN1O46aszIDnFOH+CIY7IMOCeccZ7tD1yrr8lpTNCPOCcO14AJBuf0Dd2aof+qby9K5IS+mENbsnRAOhmGkU6FY6bIm6PocNttt10MuvPPPz8IXh2SAYaxovNpe4h4GEVAR6cDc81gIl8GDkRA/pRLHNLT2ckPmYjHNSSKsSRPZqyUJePLEVnIhwHHOas18ma7irpIDgw3ZfDuaeRhpk4Y9aMc8kA+kQ9QXhhn8ockmeWzpRmGJQPkRUbKoE7kTZ596Wdhg7bD6CAfcmQJB1AX9IQ/deQ3wDJQGBXaWMYm6wD56AE38paBktGkTNBbVwOJrCwAnasNqRdtSH10TTw+mAFodww7/YZ8JCfxaCNA36M/UicZb+pJHHSI0act0RU6A9RbY2Pho5vyYDb+kACXupsi0OKrXhfKKlxG83lPU7HNquuGWWdljT0281Wb4XWfXldhrxeanKCdkEfW2ONTJ9j0UqN1lnzC2uETQa8KK370xGNsnVUVQfhMo4b5/xU+aUjt7ip9HHsePmqts3q4TXeZZrgqJ9ose8WvXrFGm+SEPs3d28knwN3zsAAtGV83BxnVcTpHTc7R892B/kIbYg/UX2lP+gn9SH2JtmRcA02WiUc4fYX+oHHPNfnSrxhTQHaWMCYZKgssmn4yf8i33BdzYKTojNkOhp9WZxjEiy66yL7whS/Yhz/8Yfv73/8enRXQeem0kBx5AAwenZxrDCb5YuwAcfGHmDGGMpoMKPIkLXE5z4bTxTTIZEw54jAwW221lT3xxBN28cUX2wEHHBBpiM8WHmU+9NBD8XMu5JLh1UDNAn/qroGKHJQhiOjwRwbkUb0FwmUMALP5eemnv0/ZaviJkJBd+pF8+CNXVlZ2MHiCGFmYNGGkiENbIG82HwHZ5U86ysTRV1Q+oM1pP661bah8JBNH2oJjf6G6UU62LJ1Txs0332znnHOO3XTTTVHHddZZxz7xiU/YUUcdFQ+S0abE760n6quxQVvSJxkT/Ib+zjvvtLvvvtsefvhhu++++6KcQw891M4999yIJ53gOMfgq/9J3v7BqbuLdav3Oc/fR4c5/VqN+WrUV9INVTWWfCXd0dhsNXXeH+tqYuXc5kvraV2t9vjkCXb3G0/abfffaZ3Tmmx4TZ0rrdI+st2HbbctP2Rr2Dgb1ekT0+Tjt+Rjw9XSVlPlq2s3/O64+9/q42Ws666aj515vm+0TbGL7/yH/fmef9vbxSYbPXK4ldi9YOu/yknP41QUKm3ciFG2Ss1YO+foH9nSVmtdXk6959PR1s7S1zNz+OSA3YCslmiZipixxCWzjG5h5gL1AdqRdqMNaAsB+8Ckl7a79dZb7ayzzooj7cdkFbu366672nrrrRdxyIe+Qhuqfcmfa/oHxE34iy++aLfddps9+OCD8XNS+gr47Gc/a6eddlqMMUF5AMoY6PHxbvCOZnIslpAhg8jolICORMek02Gsv/Od79gmm2xi//rXvyIOhl0zWg2Gn/70p/a9730vOqY6JMacOAwi8ieuyBxHHMqmPAiCcOShTBEicRhExMOPcPKU0cWfWTDkqEEiMsFQUzbxCWOQIp8GIvUgHYOaNPgTBzkY/ALkp3yQn7JJp3qSDyShPCQ7cveln/6CeswL6IYyr7jiCttjjz2ifqw2d9tttyA43igGmVMHZIfcAXWlzag3oC6AfkEe/I780ksvta997Wuxe8O7zFl5HHnkkfFkMW06EPWbH8gYAvRK/+EIkP+Xv/xlTPT+9re/xQ4EZI78P/zhD+3LX/5yeRJHPkpHHtkj/Z4+RL9gh+cPf/iDHXbYYXb22WfbI488Uu6PWs1rnCx0eNVTT/29ZwfhxdGHMqvdYotPkkc2WGNrsxWdTGeUmnyd3G7X33+b/f6ay+zPN11nL7RMtUnVRXurumRPNE2y39/0V/v2b06xG566IyYIse1e9OlCK9vjbiuSr0S9HHpeja/MPWkQvvmqfbiPudKIOptW55PL5UfY28O6bHKD2dQGl3GFUVa53Bib2DbDnnrzZXvhjVd8EtJtc/pCNlZ6p7n7DdqNXSrG5z777BN9hDGFnXnllVfC9p100kkxjohLH4G4GSuAtIBrxhHpeHvj7373O/vc5z4XY4wJn8CYoB/RP7AhQw05oS8BoJNi0GTMuMYQYrgOOeSQOJ5++ullwqPTYsDpkBh+OvWvf/3rmHk+88wzYcjo/NyPJQ3GHT8ZR3V+4uBHOAMGQoRQOJKv8oEgiUM64mOAlRey8oII4iAn5IyMYN9997UjjjiiPFEBDFYNTIwzAwwDTP6CSEEkxvY94ZIJf9JxJC/yEdEJpGe7vi/9LGzQVpTLyuD666+PuiE7kxTI+JhjjgmdoHf0NH78+LK+qBc6F3TO5OXPf/5zrEZ/85vfxCqEOtIfqDdb2tRvUYG2FCQ7suLPCvrEE0+M/vXb3/7WHnjggdjNueWWW+LVqFdddZVdeOGFs9UTaCygA/IU6QOu2fHZcccd7dRTT7UzzjgjjDeGmtsq9EHamLQLF8jsLnUf+ePhMzRfydFdV5fL7OrpqjJrTK1+rLVbn7zbrrvnZnvg2UeC8Os7CtY6o8k6ip1Wu9RoK44ZZo9Nec3+dON19uxbL3vWrlNfVdd0OWF3Fmx4ezI2kKnd6HpW9X7S5uO3ZaZNLs2y19um25sdjdZcW7DmKifH0Q2ed7s1TZ9m1R1FGz9qrK231PK2TE29MfWlxdJ8kDTxynHl+gnGArs25513XtidP/7xj0HI7MDcddddMQFk4soYog9gB7ILBybsgvohfX+NNdaIlf2vfvWrIHX6BwsM+gdjRTZkyMGNQY7FGE7cPWfd8I5Wdt6B0w9+8IPkHTvC3Cimp59+Os4JB274khvxtNJKKzGskxNW+AMn2MhD50pDPk4K4QBhOEHxfMAkJ4nkAyD5rDjSZYHspPMVYnLiTDfeeGPIggOk653vlClTIh1lI7sb3p7QlNxQh7xKD8gDIAtAhokTJ8a5G+6QT2UShl9Wp33pp79AZpyGImVxDajvvffem3yyE+EXX3xxWbdOwsnJO/yPP/748FMdwdSpU+OY1QXyUl+fiCQ3gKF3n6ikK6+8Mn3lK1+JOn784x8PPfTWq6DyOTqJxnl/IPncmMYxKy9l7LffflHHY489tiwHdaNdnNSTT3jS6NGjk09wwk/9lfMsyJd6UX/VQfCJW/rmN78Z5fgEOPwoizx0BNm81V79RlfR8+tMXlJCqrYiZ+7dXkrVTump1fXRVUrNqTW9XJyankjT0odPOyqt9IN90/gfH5jW+9GB6XuPXpauSxPSn9KzafsbTkl1p348jfnlJ9PKP/h4Oulv56cZrTNceM+92Z1Xpa3Vy/RC2ju6vC+8nUqtPmamz/TyO9OrqSN9/Z6LUtVP9k9V5x2cNr7xB+mUdF86I92fTptxczp35u3pL233p/96eXc3PZ2mJh8/Lq9PJlJlwftDu191eDk4L8R7c2pz19rjOtzhFwLg+oDanPZzov2fdn3ttdeSr8yj//ikd7axSztfffXV0U99Uh/jXv2LvpDNi7bFr3d6gE340pe+FG3uk+CyTEqva6A0HAdifLxbzD6tzbHYgRWkwMqLlQWrFZx3Tvv2t79tH/jAByKcMD6CwQyTcFZkHL1Dll87yX1Z76jxDmJmr8xoyYdz76SxgmNmSho9PIU/4U4Yce+JGS5+3r9ilcOMmPtZpEOGrJzEoWzK1IqYFRJlkk4zaGbczKDZWWA1z2oaGcgDkA95Ekc6QR7y4IgcyITj972Ac/KhbBzysVInL3SDX1/6WdhgBYnO2VJ0so1z6rP++uvHMwes4AlDXs7RreBGKnQiaJeE34+ztf6f//wnVvl77bVX9Al+CkQ4eiAv6rmwga6zR7UnZbMDwq4E2GWXXaLeQDspO+ywg22zzTbRb2644YbZ+gLn1N+NdORFn6Be9AOuaVNAHPoIfZZw+jT9gjjoeqGjZ3XOspWzSl9Fs9Ve8GPskbhcnZ0d5hTs51V27ysP25NvvGitPvRqh9fYBqOWty9stLttaGNtRV8vH77rXrbS2HE2vXmm1S03zm564j57sW2aFWu8vtXufBHKz9PiSXTPc/SyS1tnnY+XkfXmmrIpNsuaiz2fMy12WfvUmbasr+c3sJVss1Fr2EYjV7bxtSP9apgtVVnrMr/zIN/8gHhRtMuB6y9oZ56xoc0/85nPhG1gDNCu1GH//fePVxSzsmZ3B7tCu0b9PC39Az/GBu1PerU/ccgHf0DfoX8wpghnzA01dI+AHIstIDA6F9tHGDo6HITI9iT3XHkKGD+OvpKLe67cKyUN8dmqgiR58IO8IDuM30477RTX//znP2MAsMVLOoiZwQGZQQIAf+JwD+v9739/PEzCoCB/8sB4Pvroo/aNb3wj8iftzjvvbD/5yU/CmLKFymCBNBkskCoDbJVVVon0jz32WGwlMwAZRMThwxjcG9t2221je4yyeAKe+6I8K8BAJW/qyZE0bL1TV56Yv/HGG+3www8vTzi4J832LQOYsnEM6L70s7BxzTXXRDm0JfWXvBgh6k6dIN/f//73ER/d6SE55OSaOhGfeDh0gcMI0m/wk85l0NAf9V/YyOqQckXslM9PFJGdekDo9DNIHnnRBfGpP+66666LdIA2B/RJ+j55Mhmg71Ae9SQ9OiBv/JgUEE558qecRYEgcI4958F4nGOenVSrXd4ZzbOc4KvttnvvspoxXqfhVfb2zCn2gU22sK52p2In8LVsGVvD6beq3Yl61Aib3jbLXpj+hk2paLPpTtYzzCfT1tn9k7gorGDNqd2KTrNt7h8/K/P/awqVNqLK+0qxYC1vTbWrrvyTfeX4I+1bx33dzv/z+Xbjnbfaq+1vWXWdT/I9myBpz08uoONcUI7XT7CAYCIK6W699dbRn+nLtJ1uQ3ELiXFzxx13RDyNBewX/UPEjT/xaXv6B/1IfYX+SBxAvyONiH4oISf0xRzqXFq1QLbMSr/4xS/Gk5l0br76g8Hi6V2IlHumMmTve9/7bM899wwypYOy4uHeKvcXyYeVIKBj06EpS+9nznZo8kIWOj5H8mdwMEh4OIUyuA/N7JmHsJh0QMgQ1UYbbRQDkbgMPPLCGJMegsEgy0gzEInz6U9/2n70ox/FAyvUfdNNN42Jwl/+8pcg5z/96U+RXgSB7FyTnoHN/XnuvXEvFYJEVx/72MdiAkMdkJ+fxPWln4EA9QXSG0fkRk70AJHRDuhCRgcdANqTuj355JNxJD5kjj5FyNSZ9hNIKz2r3yhv/CgbQ0deQPItDKgMQN2RWZMw6g94oFN9iXZAP4B4tAd9nv4N1N56YhmQL/n1NsDoQDqSPkmPvkBWtoUJ9CsVh/h0dT9yT92qeYCzzUYNH+Mr6DabMmua1Y0dbs1d7Zbqq62zvsrqa0d7tCpr72qypaze1lthVRtWVWMtna1WNbbBHnz1WXvDqXxmtdnMQpcVPV2Tl9fleTe1NnlRPk5aO6zU3mreK6zp9bettq1kw7z6tZ3JXnrmOatrGGazKkr24FsT7Hf/+Ycd8Zsf2k3Tn/Rcu3wq0O34/Xys1KlLTztWcpH4aZ6H9/zxBH/R27Nc6X6Afk/f5Wt99BH6vYA94JrJIGPjueeeiz4k28S4AvQBjRHIG9Am6huAvkTfoE6MDZCNO1SQE/piDjonhkcrKp7q5IEhiJLVHVvDbDXxVDs/83n++eftU5/6VKQlHQaRBz/ozHT2Cy64ILZyf/azn9nVV18dq1MMIXnj6LwMBqCOTMdW51aY/Mj385//fKyKWVEywP7617/Gk8WUg2w8mUreGpAcGaQMSAaa8qaOyIzj5yj81Ij499xzT6zKmTiwUoP8+DkTdUU/1IvBy0AkDx5w4VYERp+H3HCs7Ak/+uij48jEg4lLX/rpL0ROAFkBemWVyG0GymUFKh2gJ+kVUFeMDCsV0qM38hxIMhJJLgxQn95Qv0IH9D12hVhhUzecdIGR1oSEtlSd0QP+hA95OMHOhliiC66HnuCis3yXu6bWFusoOvlWOCkWfOKz9Dhr9dAxdWNseEWNE2eLNfgKu8v7QKHSJ9nVBZvSMsN9ecK9Z1vfj8X2Ni+qZGOHjYjjiNo6W6p2uI31CcHyNcNtmVRvy3bVW0Nzlw1rL1hpVvdkfmpHi5XGDbfXK1vtjKv/bC/OfMMaO9z2eNnVw+psRuNMBn/IzAqZNT/tyR+zFF1X0sYD0K9YZdPfZZuYzNIPaHv6CmOZ/kAfZoKusUNc2ar+YmGOj3eLbs3nWGwBydCZMWBsXfPEL092Hnfccbb33nuHUaRj0+l42pPfYzKrvfLKK8Ofzk98Vsyci1QwonR4SDXb+bPnigvw1ww2O1D+8Y9/xG+ImeHytCgDikkCYEWMnAA/BpocYAsUYqV+DFAGJ/XlJ0tMStjeJ4y8CUOGD33oQ/aVr3wl0l9++eVB4CIAJjWsxHbffXc74YQTwo/0lM19aMqAGO6///7QJ3XpSz/9BTJngQ5VBluJhFN+Vu/ZI/fDAbdElA4DpzYf6kDOLJBdOqE9mLDRH2SwqbOImkma0tPPaWfaDNDOtNfQBu3orqCN6x7M3iWi7hAhr1jtaG2zYken1VR0kyI66OjqsGoPG25OVLx1zlfn6Kmq1leiTvyNTT4Z8vQ+QmxEV8lGd1Xa6KYuq20qehqf8M5scmV7X2nqcPIu2WbLrG4HbPEh+/zOB9ilJ5xpfznpHPvJMcfbwXt/1Ea5PWhsa7HOYdX26ITn7B+33WSVNbXGxn1bZ4eNHDsmnraf5mNt6WWXiTZgp4G/zlKnlTzMp6Que/cvXvoLxiV9gImf8pMd6g3ZAvUvHZck5IS+mANjRwemo1500UUxkNkO5kE4CBEjTxjndHLITORPOq0QITVWgsx4WQ3R2SE3QDqMKHnjTzqRBWE6z/rryAqc8nmgi+1r3avE4Q/5Qsb89pkyMF6Acw045GXAQnCc8ztkfprC8wCsln/wgx/E/XBW2TwnwGqdPCmbI8YeUB758xMwgCzkw8yd+2zIh9ysdiXL/OinP8hOiihbZEU9KZtrtouBjBSTGkA4hEe9BPy4Jr3qPZSh/iRI3wDdEEZfYWKp+tPn0QFpMeIc2ckJ4vP4yqP3FvvQBHXH9ZC7iN27vrSCHljhVvpfvZN1obNkXlurSRXW0dJuVRVVQZJdTubDCnW+Oi9ZkVeyeh4QZ73rZYzVWU3J+8aMFu9AXkbRXUe3PqMPMjHydMML1bbVBpvYgR/ewz62ya5WmDnLlrNhtsXS69jOW2xrO26xjVW6ekcOH2VL+Xi4/6EHjRfidCB3R5uXWRH3/Cuqurfca6qZnLM3kKyussZqkZ+adaWesP4BMlfb0+/pK/QP2p5+QD9hHMiG0FewY/QTzpc05IS+mAODryeb2WLmHiPHY489Nradv/rVr8YTzSeffHIcIStIgK14OjydmoEHUXEvEgKEQDCUkBidP0vaxM8OBMKB/EWanBMGqXLcYIMNgggZVBpwzK6JzwN7QPcuKQ/HKgtjI/mIh8xc8xtTXjbypS99Ke7Fs/19ySWXxO+q2XZnNi7DzqDXTgb+q622WpAxq1scW+sYAnYviEddcchNPVT+nPQzUJD+spA+tPLI6hVINkAdJa/yUbyhDnSdnZQItA06YGcF0M/pD9RVxppJGenZagUKA3PKc8iBLfdYoXeTOh9GSTSfuxhxBNOe0ZZdtvy4pa2qs8uqiwWrLlXY9Lem2khfe7c0z4q3tdVaffdLaLxfFDt9Uux9Z8VRPhl1Qm9oK1pVm/clsqrzvuUreEouONm5sryfOeH7anvpkUvZmKqR1tbaaONHLWcjfBU/woVZ03PZ9wM72egO73eTZlhlW1f0zZcmvcL0wkastKLNaJ5pb0x6yxpGDO9uI1+1h+1wF0/ru+t+h7uvor39uiu54OBBWOwZ2/v0DY0VQP/H1tB/kIEJee8xsqQhJ/TFHBg8tt3osBAkRMX9aZ7OZvXKPV/e3859YO5d4/QubAyiHgzSA0QMAAD5Ajo+fpSDgYzB2QMGB37EwR/HNUZVxhSDy0DCOEOEDHIGHrNmbefz0J5WUxpwzKghWeIzYKkjR/zZcmfFz2ThiCOOiCfWCWNyA+nyVDwTG56IZjBLdsIhZCYGbJmjK0iCcpAZhx4gb+KRZ1/66S96ky75Q9I4kRR14po6SL8APaIf8kCXmrQoT84XB2SNK3WS/GuttVa0Ge1I3Wh7GWx0gK6YvALiEgc/HHmQdmjD68nHWYJhu+sMshzH19aSM3zy+iSn33VXX9Oq/bqi3anYw95snGb8eKqj3smspspm+Vq5sa3Jaut85ermvaa9ZCuNGuPnyap8RVwzeoR3spK1jCzYtOEFe7XYaCVfObd1tVtzoeSp+YgLa+gaQ3s+wq2puckJk/vwzdblq3yap+ireUh7VluLjVxqrKfpsFlvvG7DG0b5WF/Oqiq7fyXAKpxbA7QxX5CrdcetA2YslQOwQl977bVjDLBbR/szDgDtr3GCvcDe0EfwRxbc0O8f7x45oS/mgHQABKMV53e/+90gUjqvVjA4trWZybLNDOHTqZkEQGAYUgYD8RkYECIkIuPK4OCcMPKSEYY0uMYfWRhcAvEhcwhpwoQJ5RU6BKoBhYHGKOOnn5lQLuGcQ6ScE45Bx4/7/9STFTo/fdt+++1jwBKH1TaDG7LGoECKpEFObblxv5kyqCNx8Kf+kDgET30A133pZ6CgMjXxQF6MFdfsplAf6gFoC7UBkxfAW9O4Boq3OBA6skpu9ImepQvemUAboH9+kQBR01/Ux2iH//73v5GGnxFmdajzIY94KA5ZIWz/c1XIRStWdk+YeZANY73xehvYsMpaqyp63KoKe2LKRLuj5XmbUVFtUzzFfW89aVMaZ8RT7zWdJVtx+ChbfanlPbXnVlNhU4dV2l/feMLOmvBf++1L/7V/PfuQTwKStblu01KjzEeg3f7CY/aK+xbqR9tkNtMbRljduOV8OjHc7nz6cWsfXmNNdQV7vWm6rbn+ulZXOczDuqxq2WWstavNqqvYqXtn96iSSag7ocrrVOuyDwS4/YaNYZzyDne1vfoVtoefzOL/wQ9+cLYxsdj0kXeBnNAXc0ByDByIj5Unhh8jh/GD5CAsjpBploggLogMktLql0EhaGBkt7C4Jg+BOID8RKhABpdBxfY28SBZZCQu5SIXjjj8nASjDPlypA4abNpmJQ11IK+nn346SJkn0PGnruQl8CAeK2viMqhZpXNEdvJjMsA1skCOIksmFOgjW6++9NNfqKwskAVA6MjHPX4mEhC9ykQ2zvlpF3XZYostyiuSOeU5VKG6Uhed68jDgJtvvnmcM4kD9Hf6A+3Brxx4FoQ24qeQ9AH0Qv9DJ9k+MXTBMxSQDG3WPbHh//imubuCNymvYq/md+H+t8a48Tau0GCjO2ptRKq1p19/ya5//B4n4HZ7xmbYTU8/Yq/OnGalNie0ppKtu/waNn7EiqGTVifu14vT7a/33mRn/vMS+9U1f7TzrrzYHnn7KXsrzXAyb7f/vvignXbh2fa7ay62fznpv+Kr8hd8bX5X8wv21wl32hmXXOgU722z1HI2oqLOlh42ymm+2qXvsqKv4ut8YsH8ZEzP0+b8RI1vo+PYZaBtCxXcOvI697Rzf8AHnDTx5dkZxghl0EfoC0x4WTBge+hLxJMNw24saVh8Rn6OuQJjSEfl3cMYMX7GxT1mzgnD+OnBKq6ZpWaJHXCOP4OBjs41HR/DqHC26hkorJYgcEDe+PH7b4iZFRWyMJjJRy9g4Ql7iJUySEu5GBneo018ziFOBiTb4SqX/DQAIWnS6t61ZNQ5dWRSwW/QyRMCpj6s2skfP0DZyK36Uh7nkIXuveOPX1/66S/IrzcwPvjzEhuICvAuau1QMPFARt4n8Oyzz0Z8fitP/ZBfRCbiA+hCEy5kZxIDyAvgJ0j3lEV/4Vq3GNABcbPx+wO1CeVoQoJ+pRd+homeeff8ZZddVu539957b7xrgTR8oIV2Ut+m3rzEiFs5/LxR39Cn/uSL7ogrkD/pJIt0xs4AdVf9RQCSrf/wSaF5XZ0QnYLimu1oPkBWwW+1k0+mXaSWdt5MlmykjbDq9oJ9YocDbL3a1az4arN1trbY5bdcY3v/7HP26TNPsGufftBahtVboVRlKzYsZ988+BtW7ChZTVWDNXV22Igqn1QX26y1cYpV+Wq6tbPJ2qs6rbHgZfjEwnuJtVa2251P3Gu/uPRc+9SZ37Wdfv55+8QZ37eTrr3Q6ldY2tO5nG8126ql4fatT3zGGoqdNorPqrWVrM7z6HJZp03pvtXFA3qlzmI49IyO212Olo722H3omcP0C9/85jfjyHvcr7322vK4ZLLHQ7KAh29ZXACNaX5OSx/hFzNqc0Bbc62+T19Xf6EPaOzgT18ijhY+Gh9g4PrJ/KO7B+dYbEHnw4DRqXiynSe96bB8tOP2228Pf8gbQAisbjF2/PYaQAZg6623jri8apPVIB2T1S8Gk3tQ5AFpYFD5ypUGBXlibNnmZ7YMoZAnA5d7n/wenu1gyJaXuUDq5Ekcfh7GgGNlzjW3BERG5IMMHCkD48pggtR5lSP5UyZvcGMSgA44px4iL9IxuBmMhAPqqGcOGITkgx+Dj7ohmyYlDNa+9LOwwcOMlMNP/vg0JIYGfTFpQ5+AByCZtFBXZIekaX/eoMerXdEhq1j0J1KjPXk3AHnRlhgpyiE9cWTAROToEj1rBURe6Ghhg19l0EcwkgcffHDUibcG8pNHJjN8EpgX/GCYaR/aBtCWPABKn+DBKUCdkBnHTzfZAUBvrPDOPPPMqBeTVX7bj77ot4whdIBu6A/0LfoS/bS/kxqXJp4QLyWt0L0vap4RW/Hd2/AxMad/drbacrXL2D5b7277brOrrb+Mr9Z9lbziyDE+KR0ZRDnzzbd98HTaNmttYkcfcHjcOx9WqnaarbTqAk/DJxtVVWNjK2psWEeX1fKtdG9TnprvcDrvam22MbU1VuMk3dnaZFN9tV8YXmPDlx1jRRduymtvWGFqs+205iZ2/KFftHGpLn76Vs+ral1kagJHo0sc4wm9AcYu/Rf9V1a7LFXvbH8vKChjv/32iz6CjTjwwAPjZVH0B142xcTvoIMOikkfoC01pklLH8FOIRvjhzGBrWJVzwIGm8ZLa/QmRnaKeMCX/sGOKLtE9Dn6HsCm0C+wD7I5ixTeyXMsxnADEx8JePPNN+PaO3U64ogj4mMnNK8b4uQdO6211lrxgQI3YOH/n//8J+J7J44PE1xwwQVp2WWXjbD11lsvbbLJJuEeeOCBiOedPj6M4qvGiINbddVVk896o4wjjzwy+Wo8/K+55pryR1F80CQn7uSDJDkJRDjx3JjGuRN+2mqrreLcV/mRhvo4wSQfOMkHWnKjHP7ADULU9UMf+lA5v/e9733JB3HUzwdgOv3005MTU9poo40ijRNU1NENScT3iUNy0oswNzZx9IGYPvnJT0aeP//5z8sfXulLP/0FdQXkm4X8nZjSKaecEh8gIY6TU+jcDUp8mGT77bePD1QgJ7oR+NgIfWDHHXeMj48Qpjpx/vDDDycnrsjTSTLah3MnrvjoixN+coMW/YR0tCO6QhdCb5kXBH3VX/j73/+eDjjggPiAjBvPtM4666Qf/ehH5Q8E0TfRg+rIxzRoy7333jt0Q3tTB0Bfpl6UiXPjG46+Rv3lT7/mAzDSK+mVP3HpV/0B0vChkg5f0vJJFq6LHXyMxf/5EXpH3/ij9TdnTU9vl1rTDD9/tdSU/vrUnelbf/tN2uvMr6V1j/tYWvfEQ9Kef/xB+uGDf023tb6aJnmuHXzypd3l9/49bfIb6fmpE9K3L/552u6kT6Utv/eJtO/3j0jXPnZzeq1rcpqZWjzvlnTn64+k02/9c/r0BSem7X71xbT+jw9La55ySNr67K+kI675RTr9sWvTHc3PpcmpLTV7CYDxQ39DR+or2bElSGfol/HYF9Rm5EEb9e4XKoN86SM+0YuPGeHe//73pwsvvDC98cYbEYdxQHzyor/4wiY5uaePfOQj5X4tu+UT5rKMHOkXvhAo9w05+pH6IKCvqb6EL2rkhL6Ygw4E6Ig6p7NCjrvssksQ57hx44IIIPOjjjoq+Soz4hGfDs6gweD98pe/TFtssUUQF4MHg3b++edHh6WTMiBeeeWV5CulIE867Oabbx6GFTBxwP+GG26IPBl8GpAYUb6cBUlARJDwaaedFmGQDsaXicCECRPKA4QJA2X4rDmMKuQmgzpp0qT0qU99KupHvSC4ww47LD3xxBPptttui3R8TUwDlQkC9cHo8NUlQP0hd0A8X/EGsf3xj38MP8rsSz/9xfwS2hVXXJF23nnn8lffmFh961vfSpMnT45w2lzwFXk67rjjIt62225bJiT0J9xxxx0RjoOc0IuMlxzXvmKdjQx1BMTpL/qqP/0OR1thtFUXgB/yZGUS6DNAfUmGn7gyuPQJgfKYHKM7AT9dZ3UHkFfjbUGB1BB6uxPvnAi9ygm9o627/yJ9i///ZsvM9FrLjDTVz6d5qjdTY3rJqfU5v3rJY7zsub2YmtJLbVPTGzMnp6bJU1LXNCepdtdnK19G60ivFCenx9Ib6an0tv81JR9ZaVrL5PT8S0+mKVNf9zg+zjyvt9w96zR/t8e9teuVdI/7cP1qmuXpZqYZxUaXorud0K8IFx3rmNWR2o4wtUFfUNsSf06EDuifhKuNgcolPg7bNbXnC4RZAub85ZdfLp9jR9XWHLP9BfkpSyCcfAXVWRiI8fFuEd8s9IJzLMbwTlTe/mRLmy1lN9CxjcrWqnfC2Fr1DhdbpmwfOjHGtilpnZjKW0bADWcciae88ePaO3zkT14+wGI7jbLoRvgByiA/tgp9kER8pQM8ecp9cNIiA5CMQHlKfpCtI7JwzfYw9WCLjGvKUB4+CGO7D/igi/vk+BEPuZwAY7sVsM3G/WrggzTKIR7bcJQ1L/30F6oX+WeHovzRBXIjA0Cf2jIU0AF1wvELBvTSOw79Qs8ecGuDc9oPkJ6ySU+dBepJ2bQb4Wpj6ZC46Ks/6Kv+QH0PICvtij6oh36C6ca23P+oO3qiDyEn/U3xlK/6KA4dUxfOqQ9xSEsctla5pr/wNDVxKEd9vj8gNR9EYWO9+9UxhfgteSV594yNTj+2eN0K1ZVWXVvncdlRb7WOVLLhNbVW1eVjxetDzduKndbW2mEVvrYfN2KUFXiyjhfIUJDH6WxttMqRdTato9mKtbxbLnFX3mr9jG+vG1+FxXmyllbX38gGm9bpY60G6di25x5/0apLXfECmspClcftvlUgHTqRltsNZMchuiUO+pSO+wI6zrbRnPIHlIG9wHGvnPxJB7LxAf0Gm0F+WcjekCdtr37EOCF/tTm3sOgDpKd/AWwMfZJr9QvSIPeiRE7oSwDoXHQcDICMEp2SzoUfnRLH/aDsAAO6ppPScemk5KdBxBGy5clwwEChyxCX+4l0evzo0JAEA0GdXOChJO5XEkZcjLPKJQ+A4QQYTs7Jg/gYasiYQciR+siQi6RUX9JRT+6JcQ+NvKkP5VCuBjb1Q36MA2EcKU/1FdGRrwbz3PSjCcmCQnKRX3Yoyp96IR/GguusfnnSH71ST+quegF0Qzy1D+moA/JqAqT2owzqha4pizBNpAQZY0BelEOZpOkP+qq/zimHa01sBAgeOUhPPOoi/aiPAdoKuaVL6pItQyAcwy1/rtEZkwq1PWHqU/0BtZ0boTuTW01tjXVQhpfpK3kr8BO2isog704n1pK3yUgneWtt7277Op/0QLLk6/LOcIIa52M+4BOCUsn7d3UhPqTiNOkuWWsbX2rzfGoarJZyEyTtZRa9lIYatmniS2yt9PmKZHWFGqv1dqpoT1Z0/Vb6WEYu9SGNoSzwE3nTjuifOOgRuecF+gRxyYP8aY/ebYZ9oU/TlwX6BfFpc/LA5vSeQEDg5E1bMgnu3R+y/YcwHHkgA05jh7HA2KIfAvoK8bBXmvwvKuSEvphDAwRkVzIaRNlVLiAOg0idT+H4aZBlOzJgUJAXBEAnlXHXYBOxUiYdHXk0oMiHPCFaBgAdH38GgcomDdciIwYOeWFIKYPys4MZ+ag3q3Gt/AlDRmTrvXKmbiI9ycIA1uDVQKYsyiV/HPJSj7700x+obPLODkX5q32pH+daLaNH5MMfoCvpAvlID7GRhrzRH6AehAHVoXd9FM5EDl2K0DCagPLJh/w59gd91Z960lYKIx6gXdALcqMD/DknHtcidfqDzpWWPElL/tSLdJSHQ0+KxySVaxz54o+u6Gf0VfplVm/vFvNF6L4adu9Au9el00m5tr7OKip90uF+nsKV5SfE6/DcvA6FCk/vq2qrciLsctJORavwPMnfW64nnUdPTkZO0L4ccMPQaQ2MQV+JR6BPHNpmzbBidZXVDPf6x1P4riM/K6BfX6EXPM8ub39e84pe0ClH6U+QLQLqz8RB/331H+mdPLI2QKB9yVtjn3DiZe1JFrQ9ZdJuyAG4VlzalHxkH5GX/kcc2Rbkoa9gU+hblJcdQ8RDRuIi96JETuhLAOiEdCw6mYiQDoixomNmSY8wGUsBgqNTMijoDoSTnrgyqOqw5AnUWenUEB6kDtlrYGQHsdJmywGSA7mIo4FDWupDWcSVzIQRP2tM8WeA4Uf+Gki8jIXvqQOlAzI2MhRCVgZAGtVlXvrpL6QDZMkORfkDjAqyUB66wR+nONm41IG8kFWTGHRFOhEjdRXJAfUf4hNH6YgrHdAPyBOdyx95yKs/mJ/6C4QjBzIgL9dqQ9oD4Icjjm61qP1F5Oor1FXlUl62rqTRBAYwhjQhBBzRtdIsCETolB9vU/O/7JZ7bei3M0ia37JBoN3puuXFr+Rp2XKvSK4HMoTce075IVqirqnDeMd6jZNy8tV2vR/ZcCfq601TbczwsXzWxZ2PgybXL+9jr6uPV8dW1dXG7gBb/NGvCt0TCSShT+GHDjgXsYGQr+dIWwCIjjj44WQH5gW1sfKnv2X7BeUpf+Jk86QM2pFw0hGObQCya8QhP/oK/Zlw/IDKIY9s36AM9T/qRJ/Cn/jIqD6pvrUokRN6jhyDCBmU3oNf/kMNMm4cMYAc+4OhXn9kwiELpECdkQ0d9Nd0khrqgKCpaW9Cp6xOtr6Fd+afgS5P1N5DzJBxpWfIY43J45XcQa2zYnO+e7LA2+Z4HSx7NbUejzjc8GINCQ0yxeMY9IhwHi4Ze7dyt7w4ZJ8/ws0SOrqbn8kQ8eZF6EMB6geSE8LnqL6yKDG0NJMjR44hh/4SV445Q4SY1S9kPBu6I80V3ROCbsKFoEmfyc3JucrJno10X3V7RnxGtZIH3zp8AuBMDqXiskVE+h4PDpCE4nH+bkgDMofcAITMbhOEDOnND6EPddB2Q2l85ISeI0eOHIOI/zHCzqIQ9WxruyzjZkBagsrOyaXCXaW7as8hvoHujsfFGpyq65xbqzqdgHBtXTbMC2HFjmMdzSq/5502Zcd1vDTGHW+3kIuJgB9zDB3khJ4jR44cQwyx0u4h8bkdAQacbfLu1XMPuzoDF1KXk26Xr867rNYdj7XVdBWsgofnMiQMgde54xVN2rIPcMR59Hm6PsCWu+5r634z29D49/d2TY7/RU7oOXLkyDFIYIVbdn4dRK5jHw5Ue2QcREwefE+9zLZsBXMPF8e9eI4FT8jL4qtxbv7dm8+xkyySOiL/3kv/HIsFckLPkSNHjiEKyBWezR6Bjhzi1Nm85IyM6/LzFAzv/r5KDyL3y8jBl+GpyuNW+xV77GIAwj1+vIvGXae7Dg/rdKcvv4XzaFxzv35+1tdzu4eO/5JwD32oISf0HDly5BgkaHXeG5C3jkGimaNcFpArtMmT7e09510sudlHD+cebu2Lfmx11+jnzVh/nJMz4UWfBLS7MG2ee2uPa/M82iq6rL3yHdfh17hOd5pY5BgayAk9R44cOYYYsoZZnDn/3Nn9U7auyMUdr2ft2WrnxTDx23f/KxKrJ8q8QF5MJnBA57qeFxbmPXTKL7l0uP+VpVsDsUORfHrTheO8O1QTIF7rE/HwkOuJpsvuJHj2xHVH2kifbRSPWEWwJ6pyx+t0lU9Psd0n5YuBRx9NmSNHjoWJ3r+/ZnuSa7YlMXi85AVgAHFzgrY0Aa+DBeTBb3bJg3COGNKsA7ytD/CiFcnBS1SA8kXGhQWVoe1X5KCeqj8kAHj5DQ7w6l9AHSZOnFg+V16k1wuQ8CNPXvwhUM/eZIKuAOWRRukXOnhhDK907dExv+nmLI7u1+Hy8PvxGdOmxVGuccaMnjjI3NrzZLuHeRPyM7WWmU3+vx6Xc9fzznV+xjbMr4d72hE95r+jo905pvu38LxgppOX7vgV71Gr8Xw7ZzVZoVjysAprndkYR37P3uLnc9pdmB/Mb5+inWgvuSy8F1tjR5O1WUecd3S0xSdkO4rtNm3GVI/hbdzl7er+NsP7Od9g937SWewyesNbTbOsk2/O49/s8Ro9PsPNm55X4NMjeLHx9NZGS56vdZWs3cdGY9PM2L14u2OmdXR5+njpjstWchlneM5NlFsVL/DhxwT0WlwMuU7/z13yCUaJicYAIyf0HDmGMPSmN1Y53HfkHCPHvUgA+UKG+ENavNsdUoLgeLEFhhMHQWYdIB/epAbIW0ZWb8vTyqq3IR1IZGUBvIELWQD14r6rSJ1r4ulDK5Au36Rm0kM+kpN4eq0n5M4rcqkTOiIv6kkcdAjZQ+DZl4BQb+IszHpnMbdy4Ii6mlprdhmXGjvOqdb93HX65GPs6Hc+WkRd21pa4w1vFSUI34m32esZ5n12R3oonhfR0Lrop7q25w2EHlp0HY0dPtKKrqcKZ7VCZ8nGjBjpDOcTQo+LTAUvcxZv4Rve/XrUeWFu99DRMW0wP1C/7A1qNKKm3mY1zbAp7TOt09twVrUTbUWHtY6us7edkt+ubLGWWifnsTX20hvPW3sbH+2psBlTZ3o9XX7yrnRXJeft4d2v6JnTG6b6xGB4/bD4OM7kaW9Z16haK3l/erL9DZvkSnzWZthLXsabPnlorHJCHzXc83Mltcf+R/lZA1o4WjmeNuw+j2cT4mrgkL8pLkeOQYSGnwgJ44ehw4hBXpzjj+HOGkBW4nwtDoOpL9URB4LilaXZfAStPvEnHWXitCKWLBhbDC/XvAqTo/KRTBwhQRFxf6C6UU62LJ1Txs0332znnHOO3XTTTVHHddZZxz7xiU/YUUcdFa8e1qs4e+uJ+mpiwm4E5AexvPzyy3bnnXfa3XffbQ8//LDdd999Uc6hhx5q5557bsSTTnCcD/Sb4gTVE8xJv/pWAuUyiWGCgvz333+/nXrqqRHO9bbbbmtbbbWVffe73w2d0Iaa2MwPHnnkEbvjjjvsb3/7m916661RDv1kyy23tM9+9rO27777xnX2NbiSHT2j1zm9yS3bBpKJNMSjfvOC9EEfJf9sX2VVPG3S6zZq2aVssk9G7n7tSfvvIw/b0xOesxmts2xq2wxbZb3Vbc3VxtuB79/NxttYG+np6loqfOKSrGFUgxUrO+LWQ6czeSlc96SJKSWOic/MGZNs5OiRxrTymfa37LqH/2tX3/sfa6xwGWqqbPiw4bZU/SjbYpW1bI813m8bjVvJRnVWxSTsrVnTIk9qX+MMXxnV7bIOn3hwyut4529aM3/ICT1HjkEERlrGjaGYJWKMGSTM6vKyyy6ziy66KAwtcfmaHEZ2//33t5VXXjniiajGjx8feeNHXIiBfGV0wXPPPReEAJHde++99swzz4SxPOigg+ynP/3pbJ9XldEGMrAcB4rQyT9bf13jkOnXv/61/ehHP4odiLXWWiv8X3rppQj76Ec/an/4wx9i4gFpiHQJg3xEIOiZfJGdD7v84he/sJNOOinKJ5x6kJYJAhMH6UsTBcocLEKnLmo7yJuJ3Le+9S3785//HJM54m+wwQbRnvSV7bff3q699trYkdBuy9zABIFynn76adtoo43Cj/xof/SN/qgv+t1jjz3siiuuCHmZHDFxJC6yS77ehK52AOqj5IcTyc8L0gf5kJYj+YfOnIpLnS3WWlNpv/rPNXbVnbdYh/t3lIru2qy1qsumVLdZ/ZgRtkr9aDtm38Ns71Gb2YiOLhteNcwap82w4eOGxYOAzU6s7U6tIl/e+M5IaWqcZsNG1tmb7VPtz/++1i657XprrKuw4auuaM2+op/c0hg3K4rTGm39ZVe3r+z8Mdt99S2tvq1oyw4bYY1dfNuue2JQJvSCTyBcNk5rvbTulh8YzD6VypEjx5AChHLaaacFeV9//fVh4DCurNC/9rWv2THHHBPGDcOOkYTMOQIMYNa46pwVLmTAavQ3v/mNPfjgg7HqwrhjMNnSxoguKojMgGRHVvxZQZ944olBLr/97W/tgQcesCeeeMJuueUW23DDDe2qq66yCy+8cLZ6AvQERCCQG6QDuGYStOOOO8YK94wzzrDPfe5zQVB8O50tfJHPYANZRYjog7a/7bbb7IILLog+cNZZZ8XxX//6lz311FOxMqefHH300X2SOSA/dIV+mCQyoWGV/vrrr8ezCjyj8NWvfjWI/corr4xJEHpkR4gPmixsqG9w1Dn9HcdP69p8hXzxfdfb5Y/cbq85ebPlzt9S1cNsmfoGq2mos2HLjbFnn7rffnXVH+0Fm+RpfFKX2m3kuNFW0ekTOpxTIe+yz741j9LqR46wJj87/9a/2eUP3GSFZRts1NgRVjF5urU98YKtWxhp61aNtrGd1ZamNFrb1JlO3gUbTt+prQwyx9EbS+qi7lHtHhD8Oz1/gOCKyZEjxyDBDXY4DUUn1LgGbjiTr56TG/QIv/jii8MPOAknJ+/wP/7448PPjW4cga/k4kh+gq9Mk5N2euutt9J5552Xtttuu+Sr3+SGOn3lK19JK620Uvr4xz+enDyTE1pPqm4ZBZXP0Uk0zvsDyefGOo5ZeSljv/32izoee+yxZTmom5NQclJPPuFJo0ePTk5q4efEFHE4z4J8qRf1Vx0EJ6b0zW9+M8o55JBDwo+yyENHkM1b7TUQmJd+kTtbF6732WefKP/LX/5y8slZT0h3+/qEJ8KWXnrpaOe+QN6vvPJKeumll9LLL7/c45uSr8B7zrrhE4TId5NNNkm+Ck8+8Ql/yY5cPgmcTVYh26boH5DX/PQf5ZfNX23SnNrT8+nttMu5R6eGX3w01Zz+iTTmhAPS1//zh3Rfei3dniak7a7+Tlr6kiPSqL8ckep+uU/66i3neJoZ6eXmKeSeUrOPmea2VOrs8vxch+5muWMkNafO9Gqann5+x0XpfT89KC3/473SSr/YP33gd0emXz73t3R/eivdk97wsqamy2c9mX77wu3plrefTdM83w5Pb5VVkR+a5Bi9h4B2L7fDXdH18k7TDwjyFXqOHEMYrCDdmMU2uJNtnLNlvP7665sTfKzgCWN1zTmrb4FVFytNga1VVrLLLrusHXnkkfaf//wnVvl77bVXrNBZjRHOqo283Gj2pFx4cBs025HyAWU7IcVqE+yyyy5Rb6D7wjvssINts802sVK84YYbymnJi3Pqz8qevNjepV6surl2Uoi4xNHWMeGsap1MIw66HmxQD7UDR3YQWI3TPk7oIS91mDRpUqxgN99883DE4xmBvoCu+MzwaqutZquuumrkhR99BT1IBx/84AdDP9xnZ8eAhymzfW1hQavyOaHDkt064UF7fNpr1lxVtGIq2jYbbWJHb3eQbWbjbIU3W+xHex9m1c9PssoZLdbW2mzX332bvWUzvS6jbEbjdFeq9zuvYkVnsmF+HFb0Fbqru8r9vRfEk+7/8dV9c32y5touqx5RZ4d+8hO2y1rbWG1Hk63WWWHr+dr+Q8PXsH3W+IBtuPTKNqzk8VpLfizEV+3YbqcW0eOy1VkI9JsTeo4cQxjXXHNNGDXuX2LcISQIiHuVPATlK7Ew7r///e8jPg8y6SE5SIxrjDTxiYeD5HEYbrZS8SMeRhxjjSGHCBfFtnvWYFOuiJ3y33jjjZCdekDofNMfkkdedEF86o+77rrrIh0QAUJGEB55Mhlg0kN5mtigA/LGj0kB4ZQnf8oZbCAnbQJ5MgmZMGFCyMhDaSuuuGI5DpM02pD23GKLLWLSw330vkAbi8TJnzqjK8gbvRBO2AorrBD6WW655SKd+lZfoA2IC9CrnmfAX+20IEAmUj/+ynNWOabB6ofXW2WxZGutsIpVO0NPfX6CrbnUKrZ+1ThbvconbK0dttzyy1uns+u9Tz7kUwHvG3U+MeSx/R4W7Ol6gWKhFA/Lvdr4mj3/6ovWXnId+XBYfb01reBj8LS/n2O/ueBc+/1FF9gf/nSB/efJO22aNfZssSNZsoZCtdX4Kftrs40kby/KTHT9uc9XFgg5oefIMcgQqUFQGD8RG/cyMXwQGStyDDvEjEHU/d2dd945DPKTTz4ZR+JD5hh2ETJGGhITSIujXK12lTd+lA0RkheQfAsDKgNQd2TG0DNpof5gk002iTojH/eI0Q8gHit0VqO6n4vsgIe2RDjkS36QVBboQDqSPkkvIs/KtjAxL/3SjoC6UG/ukyMfBE6boReOWay99tqRbsqUKT0+cwf1JQ9kYGKgyQK6Rjf4oVuefCfOxhtvHPH7i3fbp9SuyENaHPfKp0x521oaZ1rHtBk2olBp41da2VpLrbbM6qv5rLA1fgu++TobWKmlzaZMm2qdTtSNzbPiC3TV/Kasvspaa3xiW1+wdh8i7T73aPcu0VlRZfzC/a233rAx9Q1W4elHut4ffPQR+/7Zp9rfX3rUbpz+kl3xysP2uyduteOu/r398NoLbaqXN6FtqrUX2626yum1mOJ+ub5O1+X/cS+9zY9tvIY3ajVwyAk9R45BhMgJaCWDsWI1wxPrEDErUAwZkJEVQUP0ENuLL74Y6THu5DmQZCRjujAgQs1Cxh4dQMJs77JqpG446QLy0YQEAled0QP+hC8OmJd+qQcrY9qUc3ZfqBcED7FLFxAw/YA4TAABD7b1BXSNvsiffNEvT9LTvygXndIP+Skfcv74xz+OdPPbv9QfAZMmJhrITJlzavt3A97yhqz8fLyhutZqndAra6qtxO/K/R+vvu0odtjIhpFW4+FVLkvViGHW3NZqs5pmUgknWJ/A1tZ5Tj7mPMdm95vV2Wot/sdX5CdMfNXaOtqttqraKrsqLPlkprm13Spqam1yR6u1jqu1qSMKNmVMhf3r+Qft9Dsvsq4Gny6M8LbqnP2WRKzeQ67u64WBnNBz5BhEiLwEjKaInXvahPOyGI5aGWWPrNQATzorHQYUQ7owiXiggJxZILt0AsFAAJALxl86EFFDXEoP+UMU2saFPBbVCnthQ7sygNUy7cyOA36qL0fiAfSFrvTMwfxAfQcdojsmSEymnn/+edt1111Dl9/4xjdss802i36F3oeCfqfMmG4Vtd0TvWLBV7w1VU7L9dbIe+ZHjbQiRDzMJxJdRWsrdVizuxntPkHi4+4N9U7i3fqj9nVO6mM9n5FVPlEqsnFeslRdacWaSptV7IwVfmV7wfZ4/3Z28pHH2Nk/+Jnttsuu1lFr1lhZtBkVbfb3h+6yF9IUX917n4S8PWNW5EXOoySfxPqwrPHJQY0HDDS354SeI8cgQoYUYChFVqy0tGrCeAMZbxluwrXiEfDjmvSQ3FAHxJOdeCC/gG4IY6XINrDqD2GhA9JCKhxZrUL6xFcevbfYF1fQ/qobOpEueM5A/SU7geN+Ozqan3vcpFF/ot+Qlvwhdd5NcPDBB8fEgJ/48fNJgCz8tK/3ZGxOoH3UxwfyHrpAPWl7ds9bO3x17frgBTFN/j+a8V5iU13WohN0lRN1scPLrKq0mvoRsQfe5fUveNwik5P2ziDbYYUKX+3zxj2XP36j7ml8xV3rE8hhnsfeW37Ytq5Y07a11W3f9XawZUeMtIrUZXW8fKZQtGcnvmSTuqZ5Rj7p8YkDX6yjR4rQfa5hFZ5l/CZ9gOfcOaHnyDEEACnhsuh9Lze7SgWcyyhiXPHP5qN4Qx2QSnZSIrD7gA7YVgWQDeQQqzEnbYiIFSvpeW4AKAzMKc/FDbQ99aDtaWsehIMYeWAQ4lUdaXPIDfBMAeDlMH1BZA703AH33iFefpv/2GOPxZvi+N0/+tcEgrJ1f38wsdxSS3dPSpwu+TLctFkzjVe5tLW1dx89zsRJb1t9Tb2NrR8VD6mNGz02XiLzevN0qyywsV6w6soqq0SX8fL1otV1uT6dHmuH1dvMzjZrqfNJyajh1t7aYRvXrWm1b062sVNm2KqedsvRK9sK5hPwt2dYnc8s2pqabViFTyZLxZhoMAoZpd0j1QGJ00VzQs+RY8lCb9LFKGO4cSIpDDTXGG+cVkaQG+RFHhhYjDOGX3lyvjhAExBAnSQ/b4WDQHiynbpBMprcoAN0xZYwIC5x8MORh8hncYZW3bQ/uuGVtxDpa6+9Fv6spImjcMCT8Ohp9dVXj+t5gQkT6SFrXigEqbMjQDl33XWX7bbbbvHzRiZVum8PkIH26AvZCVb2Hjr+/e2fVU5fayyzghVmejs7OdYPa7DpM2c5xRasoW64c2W1E32VTW9rsRpfWXfMbLK6ppKtNHKch1X46tmc8IvxkpnWioK1VFfajIpOa0q+Umfy7JmuufLqkbapvc1mMIH0VXy1k/fyo5exMaOWsfquChtVUxtfWSv6JKLSV/S8+y1GaDHFy2NoFfXwaE0uYF6O73T9AUFO6DlyDAHIcGPsICIMCk8rc/3qq6+GoRXRYQyJDxGyggK8Na33ynxxIHRkldwiJeli3XXXjaft+Y0873CHqCEqEQQE/t///jfS7LTTTrPpUOeLO0TSWZ1AvGy3Q7QAvUmHrNx5nS/X/AKiL3A7A6Jmp4OVP/rmffBMotApb+FDz9q+Jz6YHzJf2GA/YpvVN7Axvgyv96VwdUWlvTbhZZvWNcN50vuK09vjUyfY5PaW0GPHtCZbrW6sbbLsqh7SYaPrRluLk/YdLz5hf3n2Trt8wn321xcetGc6plmn55W8n40fuZStOmKcr/CHWYVPSLpGN9h9pZft7doKm15os+aKGnt26hs2regTnHGj44G3FZdZziqKrrOuSqvqcDk7u+ItdIxGFuUd3qRdzvjcX88JPUeOJQiQT2+IkCF0yJstUAwuRC/DjhHnnJ92Ybz57TFxwZzyHKpQXamLznXkYUBekgJ47SiASDDOrPQgLl4Dy+7Edttt130v1fUC4aMTrSYXZ9CW6IMj9eJ34Outt15M1tAJesOp7Vmd89M2rueH0IPonLD5ah15fuQjH4mXx/CiGX6qxm0PykeXPHjJcwmUh57nB0zANCkZ6Hvo9PIPrPV+W756rI0u1sZK/emnn7THX37Gnre37Rl31z5wq02cOdmG1dbZ6Ko623TNdW2d4eOtranJ0/PTtyq79ZF77McXnmXHn32qnXPdpfbwxBfj/ntNZY2tUrusjR+1vI1MdZbaSlZyHd3zwpPWUlFrb1cle6r9TXv6jdeiLsMrqq1zapNtNm59G1nV4PX0+tGX/VDrTvxNrTtceHYIBnramRN6jhw90HYuH/zgndbcQ/z85z8/T9dfiLyyYDWEP/dLISrAA0kyhvx0CePOO9ifffbZiL/nnnuG0WflJiIT8QEeYtLqCuPDih+QF8gaV632KAvjzbWemMboE7e/xljQ5CNLStoyB9/5zneCcHj3PB+o0YN+fFDmi1/8YqThjWlsGZMH8lFvnsjm3eRf+MIXYtUKqD/5ojviCuRPOskinbEzQN1Vf+QCkm2gIH3PDdqmVlt9//vfjzS8x/3qq68ufzMfIkYXgJ+X6R46siMz6dZYY41yv6W/6xYF7bn33nvHBJF75v/+979DJ4DtdnTGBItJJefIo7ZYEPRVZ0HtpPi6pvwqX/cWrM722fWjtpqTet2sDitVFO3Xf/u97f+zL9muPzzCbnvlIatfdrhNeOkFW3OlVW233fYgtdU6+UKvfEv9zcZJVj2y2pYav4xNnP6m1S490mY6pbf7ytq1Y5/Z73BbZ+RK1vXadBtR22B/u/E62+cHh9mxf/ix/exPv7Nm7w7FSbNs7eql7GsHHGodxelO2l1WGOb9BRW66AWPA6nHFry6Xpo/HbwruIJy5HhPg/eAu9GKczfiyYmUIRfvjnbDMU/XX7ghjWPvoSj/e+65J/mqKMLPPPPM5MY7/G+99da0wgorhP+JJ54Y8d3YRhh1cUJLvspKbrzL7/t2Ax7vM3cCi+uJEyfGkTw/+clPRjk+kQkdOAHE+9xnzJgRcUjDNU7pnTjj2B/0VX/Au+ppC+I4qaRVV101jRw5Mt5xv+uuu6aHHnqoJ+Y77yA/8sgjI/4HP/jBuAbSA3k//vjjyVe7yUkv8nNSK+dP+/skKcJvu+220AG6wzk5Rh4+afqfd8IvKNC1oDw5qn85oceReOie65NOOinkxfnEJZz6yf77759eeOGFiEt7C5/5zGcifKeddkpvv/12uS9R1iWXXBLv06dM6r7eeutF/xoxYkRaffXV493wtDf6mjRpUqQDkh3d0EbZdhMIE3xSFUfkmJ/xo/yUf1ZX9PYZqZSe6JyUzrznmrTTz76Qlj9ml7TSTz6aVjvv0LTC2QclO267tP5vP50++tcT02+euS69kBrTVE/5xszJ8a7259LkdPC5300rf2vvtOYph6b3/fDT6Z9Nz8f72DvdNZZa0yQ/nvXKXWmrC7+TVj3r82n8rz+d1j3xE2nLUz+Txn5r17TUt3dP253x5fTjBy5P93S8kt5OHV5KG4/Pu5A+Vtq9/nwaATV48xa9SrRoi1flndoMDPIVeo73NFj9sI3JA2isRHggiG1cHxuxEnFDMk+3sMFb0pzQ4uUqrL54WImHnfbZZ5+Ql09l8iU2N3zllSN1YXXFg1Nu2KMerKaoK1umxGU1x+tUWflQBq9OZQV70UUXxdvAWN3xjm/u0bMCZNWLI75W0uS7KHDyySfHK3APOOCAqBfPFLBaZMXJ19Y23XTT0AW/2yccICMrTz41SjuxI0HdAQ8Zcs19YqVDJzy0xaqcF7Kw4uccnbLjQd2VN0APTpg9VwsXlCNZkJd6fe973zMn4diZIZzPydKP+TLdH//4x1iJU0fJTH1ITz/CAXZ29LyGdiCoJ3H5nCr50vbscGhXiD4kfXI+mKBmFalkK1ctZftstaMdc+Bn7PBtd7f1C2Ns3MQWW25Shx264Q52+KYfts9tv7ftuc4HbGlfcVd2ttlwX9/zFMCKNsI2W2ZVW6MwykZP7rCxs0qWXptmXdNnWFWxwup9+c1renZfZQs7dt9P2ic23dHWqxpnYxtLVv1Wk31ozU3sU7sdYN845DN2wOY727LVI6yjvZFGszHDvb9pJ0KLcT+KdRU0kMi/h57jPQ2MOgYOow2h8VAQ4JyhoeuFBYysr1SCILJDUf4C90v5fCiGFgJiO/6QQw6x//u//wvSwtBrixXZTznllNh25X3vN954Y5AVxlvb8Xy4Q9v5hGGsKRMnUD5br7xMBB1JRo6gt8wLgr7qr0kDYZwTD3kBxAIBAckkQEK8f5xbELQhhA1xkQ/npOO5BJEb5aE3yhTx48dEiOus7gDlQXia3PQHWZ1KTo4QLDJRLoSr9xHQZyFvAbLVLyKor9qS1+QCCJrbNRx53oCycNxv5y2EEDugLNWdPKgf1yobfXNOP5NeJTvxaRfSZPstaaQjdEkcZMOp7eYF4qkfkJb8pCt6y/SmRktVFVZbV+PXBTbKbWr7NO+8XTbCybWl1GzVVmEjK0c4gde4gpN1tXVaTYE3x7meq7tscssMa69xgq8aYcVSu43zuIXps6y6s8sKNXXWXGi3tlFetk8C2KJvsSZr8DyH+d9M9+EHcmz+j/BrPsNa51ONqpJPBOqG2axm7sa7Pgruerbfi+5YClALelR3bQYGOaHneM8DI4TBxthhQDAeGHueJuZ8XpgfozQvyGBhpLJDMWvIMGJ6qhijLAMsYGQx+ji+uoWh7R0nS/h855pzrd5IT9mkF1kCDDxl80Y2wnEQDbIpLka6P+ir/iBLNMgKQaAP6kEbAVaLyAaoO3qibZCTFbniKV/amzKzZMQ59SEOabN9ggcTIT/iaEKQlbc/IB/yBb0JnX6IDPRR5EBO5IJQSceEhDi0J21F3UiPPjjHca7JAOjdR9Ap+eNHGRwBZSAD+aJ/6U4TIdU/q8NFTegdTpyVlR7uRDxt2hSrra6wcTFJ67LWtmard1LtdH1VFqqsorrOEiTt51aotraWJqsb4f3dsyOvTq9PhxPw8FqfqMxqtUJDd5+Dj/kd2uQmp+9imy09elw84DZ55hQbOWpMkHzJ6z2sqs7qK6qctz1BMVldda21tXufRF5eR+tgdU4vxVFmTug5cgwg2MrEsMkIYXQgCwwIRJI1hAsDMlgYqexQlD8GDCOJTFxnV4o8dczWM9uiGH2RAYDAiUfdyEskgIGmTviRjnDKwFhi+EUcWt0JMsaAvCiHMvu77dpX/XUugtLERoCMkIP0xKMu0k+WTGhP5JYuRSwqQyAcopE/11opkwYdE0a+pB8IUG+RVG9C54gMHNEBsqlPKh11w5/64kc64kpX1Ftx0A15ZdNKXwB/2po49A31N00aSUMYeWd1Tz7oB1l761RlA8lFGuKR17ygNlL+1JG0gN7S2NItX7WvyAtdtA0B3i5+3jWrySo8LLlMhSpfndfUen5weY0vmJkEeH9p937tq/NSG28erHTdezzq0+7rcU9bpD/Qh2p7aJcn13veFT+zcbrrpy0mvLWeNyg1M7HssmrPhzE0o8UnvCRFZv+X3NFr1HPQCsEDhZzQc7znwRDAEGEYMGYYVIwIhqOv4SECXVDIYPUuS/4ygMjHuVbLkDMGF3+AEWdyQjhGj/TUhzTkLTLGgIqIRHZZ4gMKZyuXlZkILUsk5EP+fRnkvtBX/bNbu0DGHDJBL8iNDvDnnHhqS0B76lxpyZO05E+9RM449KR4rES5xpEv/ugKcqLdIbus3hYUyhugz96Enm0fZBTJEobDTyRJXtQJHUAonBOXPAlDH8iv/Iin9iVMW/dc4y8iRd/ZyS3pKFv6GgxCJyX7Zx1er1TstAYn6kqnyvamWd1fN2NXh/yRp8JldKLtcP8uxnclr6XpBpqo9LDurXE/uOM97G1edo2n7Sq6DG2dNqzGY3r6tvYWK9TXWA0Tg+QSkNTrHeVQT/LgK2u1NdZJvj3yirnVy11sxBpQ5ISe4z0NGRsZTYw91xjBrKFdWJDBkjEW5A8wghhkGVj8cYqTjSuDRx20ctcKTcSYJTwggiA+cZSOuJqwSC/oSP7IQ179wfzUXyAcOZChd/uIGPDDEUdbw4SRl4gc2dmSp64ql/KydSVNlsCYLKETycQRXStNf9C7HuTJEf2y1Q8x0ybIyIRNusn2Bc5pR01USI98kCBEDTgXCKee2q0hDUfkUP8Q+QroE5kIIw5hkp3y50ToGlcAOYhDOTiR/LyQreucCH1mm9e5rjbIub3T5fa4NZXen/y6qbnRSbcuZCZuh1NphVM+Pba1rLuCDfPY/KSs4NycPCGvek0NXheP11xqtaUq642bEKnZbUWty+yFtXalWKEvTX9yHXhGQdjJV/CFWteZnzc0DHMZuifUZWTZlvN3VDUgyAk9R45BhAwWgz47FOU/1NCbcDj2B0O9/siEQxbIijojGzpYGKZzoPW7sIEOFoTQSTc/kyH1gzkROtpnhc4CWS3B0adn5T8+scKrYLvRTfTd+0/dEwLS83aB4Z6wgsQeodXdNI/VGukh/Aob48c6FebhzV4l8oq77LQRF+wCuJyVVT7xLhWj/Tp72q/SZwqFbuFmB6oi7QBh6FmMHDlyDCksDOLK8Q6WZP1C5pAcgJBZ9UPQrM7nh9DnBXiQL5Zl35eO8ymAEzVvYufYTdqcA/4nLlMMnAiQL6AFw/fMDiBywpgCxDlNRFhPOGF4FZk+OFN3eZ2ivDh6Vj3CqGV1LKMnn4GG6pMjR44cOXIsPnBS5DOkhU4naXe1fg1ZM03gSXP+OHK3XARe6yRa52nqPH69Mz03FOog1mBhd+5f08UX1bvDItyZtzrI3CP2xNMkouSs3eEk3unHmDgUROhOrThYPdyiQU7oOXLkyJFjoYAtct0rZ8ud++5so+Pf79sJsRx3koWQe1a8fPWMB+K6V+HdXz2Lc/fjXYCsxHkNqyYDEDxhkR5xuJ3iDhJv8PQi9YL7dZfj//Xkw8QBL+7Mc8wiKNw9ObK6/x9KF9cPMHJCz5EjR44ciyeCoZ2JIcdudg1S57vkPOhW68tmjtVEgbQjDicAKnb/nnTdrN4dqdYdpB6rc/wikh95A7GXRXG9XewMdLEj0F1eJnp3ctA7EW4AkRN6jhw5cuRYKJjbPXT8+3sPHTIs+vK35AyaKp0940Z3D0/6aWVX4Z0VeZlQCfCjs36XH8uPL8CE/L48fmPOXXiI3OV3Vo71N78vw4Nwj8tnUkGQeE+WPdnGtXYKKDvK70HydKSVG2jkhJ4jR44cORY7sAhuceZsdjJvdTZth2hjSewOcJALZk1B4h3uWj1Nm6clTSfkyqSAvff4AbuY1icLTuiJP58ZpKqCddUUrN2JPdJ5DOYQVS4Ijo0CjghWiJW6R6Js4EfInEsemOt0WUruFDxQyAk9R44cOXIsFCzUe+g9KDktsgiejRzhZNiNY4+L1bGf9nBuxGeFjn8J7nUiT6zE+Qmlh5GowgP58ZrSsarm9a1Bzh6JuYOf+kVE74XM0nwRISf0HO8J8PtYgW2/OYEXbRCGwcENld8AI7tkwRAWi93f88afo76EBXj5B9DLRKgToD6AuNn6Z/VCGeTDW8J4MxjXpMv+rEq/MZ7tZRn9QO/fn6tulEP5vFAFUG/cnKC6A16HC6Qf1Ul1yTrAV8MAL5qRHLxEBmTzXZiYX10in/RBOwK1X7YdaT+gus0Lyo+X0gDphTxUf/qQdC8i1nFBMb917h0v21foiQ1W484nDG3txkNwPLTW2OR18sDGJm/H6oJNmT6Zjht58av0Gg8sNbfFR1TqPEnqLJovvt2X7943uS54Zp2rCmucMcuPnPHGuJKVeHkNZfs5aeNBdjm/LrH1X+l5+oq+CKGzD98TTlWYLzC9qfHIVZHzwIKicuRYYoGBwgjIqAPu5QGMEoYMgiOc1QNOL7LIGo/BArLpZSaQDvceWfEgO/4YKV7XiQHG8OrrYXqBB29Dg5yJh9EnLnWkfnqDHIAIuSZvwnmDGPc40UXWqC5qnehNd8hF3TmnHTUpgXyRE3/qz7vtmcxQd+kHRz2yDpCP9EXeqic6A1pZLmz0pVPaiPoiH/rgmtf+0h/UN2hjAEFTPz4B2/t9/HMC+QnIIb2iU9VfOqMc/HHoSyQ/LxBPfWxh/A69i3HgNFbtzDr5rbeiLPpue0e7jRjVfayt7/4AC+igz7sb1TDcZjIRpg6pZM2uS9LGe9lr670/dbp+W1yH47yQgs1yok+lLqvlda+eT21lhbV7P0NnPj30Fbu3oQek2Npnxe8LAiJmXQ/m4DVgyAk9xxINiA5DyDvJMSAMWgw5BICx4TWWEBgDUwYdwwUWlUGfF/QKTmTJvrsd2flEKCRGfagDcYEMKIaT+pOWumH8QXb1jV4gAYiQc77ERRr0oVW+9AKkm75IaCAh0gLUkXZkJwJCwQCzElU7UjeIA/lw6ID41IH6QILok/zww5EPOkJvOM6Jgx4GG7Q38lAPgFy0OTpRe1MnPqH74osvBkFTf9pzfsGkSH2EI0CnfKUO3dDX0CFl89EfEbkmxoMJZKMt0QVf1EMvtDufmKU+tCc60Y4GkN6YuNHGXBNXfRqd48d40+SQuPiRn/KWroYSckLPsUSDQQkgMIy9VnsYJwYwBAZkMGWsdD3YwHCIkAAGhrpwveyyy4ah4TOiGDbqJeMsMsIYQdRcY4yUFuMEAaIHrdJeeeWVIEjyhCSyBlsEmXUDgb7ygbyQ94orrrA99tgjZEa+3Xbbzc455xx77bXXYtcBvdBmMtzogLbWBIi6A/oDebz00kt26aWX2te+9rX4LjyfH6XuRx55ZOgTYkBvg41sP0RX1IMVKIT7z3/+03bYYQdbY401QvaDDz7YfvnLX4YOSKdJ0LxAnprsvvDCC3bWWWfZV77yFdtvv/1s0003jT7wmc98JnZw0DufkKWv0W80duYFTZYAbYTukQt/+mJ/QR7S0dVXXx39gm/Fb7TRRrb++uvbueeeW5adutLvKTtL5EDjhz4jG/DUU0/ZZZddZl/96ldt7bXXDj2tuOKK9t3vfjcmwarXkIJXMkeOJRZueJKTQvJB2uOTkhvs5AMfJkkXXHBBcvJKbigjTPG4Jt3ChhukOPYeivIXnNDSrrvumlZdddXkxietttpq6fjjj4+6ADeWyQ1lckMf18hOHVQv/AnHgYsvvjh98YtfTJtttlnyiUGUv8oqq6Rtt902fetb30oTJkxIvgqOuEqHk344ujGM8/6AepKv6k++khHZuXaSSm5MIw5199VocmKJ64997GMR//XXXy/rLKu7rLxurOPcjXH6wQ9+EOlxbpjL54ceemjEEchb+Sk918QdKKi+QO3F0YkqzgEyZ+N973vfK+uA9nMCi3OfsKQDDjgg+SqyXPe+QL70l+OOOy45sUc+TrxxRIbPf/7zkRf1Jp5PknpSviM74aTN6h5k4zIWAXHejWxgbvkTTr4/+tGPkk90QuaVV145rb766nGOO+yww5ITeHk8T5kyJY60J/KRB/oFkpe46iNO/MknveX80C/y4EiLTFk5dRyI8fFukRN6jiUeDFwGqAY0BmDHHXeMwfnjH/+4TIZAAxtgBBY2ZKCQJQv5I+spp5ySxowZE3FWWmml5CuyNHr06CC5T37ykzEhoY4yJhglGU+QrZN0sMUWW0R+vjKN43rrrRdH3DLLLBMTB1+xl0lV8ohwBspgoXcc5QLyVVtQ1r333hskTjiTEJX/4IMPpvHjx4c/ExuQrfPUqVPjKJ2AxsbGaFPI7rzzzku+Mk+//vWv05VXXpl8VRq6/fjHPx46ok8AZFHdB4PQVbaIh+sbb7wxrbDCCiHDH/7wh3L4I488EuTDBMVXlbPlOzdobPhqO51xxhnpoIMOSieeeGLy1W765je/GWVAiMgjAsxCZaDnOREuyLaBxhT5Zicsc8P85H/ttddGHyH8oosuKvf/p59+Oq277rpR1gknnBBxmdhKHrUndZPe1Ye4Puuss9Iuu+ySvv/976cbbrghffnLX47JE5NIQW2SlVPHnNBz5BhgMNCyg43Bh1HZeuutU01NTTrzzDMjTANaRLCoIAPVmyDkf99996WGhoYIx+BCSgCjrhUaBhionhB8ltxkuPBT/X7xi1+ks88+O/LP7lBcdtllZZLfdNNNg9hIL3lUBvF7y7wgUPsoL9ooWwbGk7Cf/vSnIQt1mDlzZhzvuOOOIDAMOaREOk1eqCfxs5MZrkXUWeB3+OGHRzkQmkD55Km6S49cD0TdBdUXqB04QngiQOJAVNRzjz32iPKPPvroqB8kpZ2Zf/zjHxHGhO+NN94Iv3mBumfL14SPuh5xxBEhwyGHHBJ+IiuALNm0hA0GoSMnK2byY1LGZA256NPglltuibC6uro0ceLE6DtAMmXrzrnaGEybNi2O6Jiwb3zjGzFZojyuyYsjMikf5csxJ/QcOQYYDDYNsuxg/cAHPhADDmJjMMoAyOBrgC5syEBhdLKQ/4c//OEIY3tcwJAQ/uijjwahMTGhjpC9CIxrnOqFoRMwxjJWQGlk7FidUSYOAw95imgErnvLvCBAzzjlhczSPWWw8qKdHnvssdlWh5KVVTU7Fb/5zW/K6TRpkcy0abbtqQ+O+CIYyBE9suWe1Rtx1BbKg+uBqLsguYFk5gjhUSbhtC0yA4gNYmEyBiQfdSHdVlttFfLRjn0hWz9AGbpGJ+SjSQ56AYSrLSQ7YXMi3GybSX7iKK++0Ff+5ImMbIkzwRPQA32Etmc3irTsxgH1felL5+pTgB0LYfLkyXFk14Oy2MUBpJX+snLqOBiEnj8Ul2OJhg+q8sMrPOjkAy/OfRDG0Qd6nPPQjA/+eNgH8GAUD0196EMfioeOyGeDDTawY4891l5++eWI48Yqjv2BG+2es3fgZBL+/PTov//9b/gdc8wx5Qf5eCiKemy44Ya28sorx4NSf/nLX+LhNh76cuMUdSYP6gV4gE5wkiz/pIl8iOOkHvkCHobigSHg5BgPRpEXZQvobaCAbgH1QG6OlOUGOh5Q4oEvHnBCbnSOzHpgb+edd44HmZ588snyA008JIeuJCN1oe0F0uIol4e0gPLGj7LRCXktCqj+cwKyEE67IvO1114b/ZX223jjjaOetA0PwlEX6oyuwL///e84zgvknW1b9MA1kM50lD9H4vUH86rzu4HGB3VnfArIiL6QHX2gs+eeey7C0F1WX4Bz9X/AE/MCvyAAsiPqe9RB+lN9skedL0rkhJ7jPYUsKQEGHX78DIoBy++SJ0yYEE/6HnLIIXb77bcH2fmKPp56Pe200+L87rvvno0kFhSaYGQhw4kBgmQwKMgFMclIYIg433777SOP+++/v/wkt+o4PwaFtMSDwChrypQpkRdYffXVZyN+4hFH5cjA9QfKCyg/ymFyxcQJHfNktXRCvTmX7mWs+ckW6SEa8lxUZDwQ6N0ns6CehKN3jvyUDB3QLoRpYsq5dLnWWmvF9fPPPx/Xgwm1B4AINQGhrUSm/QHtDiBgvVOAiR19CB1w5Al1CJv+xGQX6NcvA4F5td+iRk7oOd7TYDBiWDAGGBmMwfHHH29XXXWVbbbZZnbXXXfFav2WW26JuJA8cU444YQwsgMFDA+AOCFurSi4XmWVVcKAi9QgK+IjzyabbBJ+jz76aNm4Z/PqCyJR8qZeTGCOPvroOP/xj38cho98swSpc8nTH0hWgTpJpokTJ0Y4v6nmqPpkj9p54KdJSgeBQCRDydAuKNTOgCN9kXpqoqWVMuQFaBvpa35+Vra4g9+EA/ShPpJtd85XWmmlOKc/SV8DMZkYisgJPcd7GhDW9J5XZDL49ftkSPQPf/iDbb311kEQzPAxln/6059iC/jGG2+0m266KdL1B71JkUkCxgbHtiBghco1xgonQkUuDDkGfubMmWGsSC9iE8HPC7/97W9DBowhW46f/vSnbZ111rEbbrjBDjrooIiTXZVThmQeiAmNZAXon4kEQN+UybW2QlUflUu4VnwCflyTnlX+kgD0QjtTr+bm5vI1+mDyR38gDF3iJ72JvAYTyKY2pj1oF/Xh+emffYF603cFdKN6q9/iRz+hPMJYpaufvRuQz1BHTug53tNg0GMUMDLcu4bIAETOPUqAwWBlhEHinBdNgIcffjiOAwGMRW+DIaMjA4VBIg7yAs5lLGXUgfLR9bzAy3a22mqr2F7H2FImW+5/+9vf7NVXX4042roEHBfG6oZ8VYag+/iawFAucWgrwLlIAR3hn81H8RZn9K4TbQFJ4a924FogXPrKTpaWVFBfIB3Q59Xv1TeYBAE9T4L/wujDQwE5oed4T4PVubYvMZrXX399DPyHHnrIPvnJT9oRRxxhH/3oR2P7+Rvf+Ea8SYw4gG3u/iJrjClfJMaKAoPMNaQLZIRkxAjXSlYkThjnEPP8GPRvfvObduGFF8bzAaxceCMbD8Wdd9559oUvfCGeLaBc7n9CFBAJBjM7segPepMu8mNwcTzcBrhvzLWMtSY41E/kxgOBTM6QVXkuSUYbfTOhZDud+vFch4Ae0It0BIGhR/rGYIO2Uh/P3kPHfyDah7GKbnRvnDGk9qcMnB7s5PYMOmJM4Th/N9CkaigjJ/Qc72nI6EGADHoGOgaC12Becskl8TrJa665Jrbff//739v5558fW+1MArQS6g8oKwuMhgwg9/4I5/4wRwwhyB4JAxh6pcOYz+92OLsSbLGTBiLYd999g+DZ5me3gtU6ZWN8VV9kxBgOJGFKD9SJtiBvHmbimp0CJl5ZQ0185HjsscfCjyf+ZXCXJEKnTqoX0JPcvMef2yy0A/pAT6o3E03SaIdpSca6664bR/ShW1TSl9qfX0AAPUCp8aM+tyQhJ/Qc72lA4BCZiJ0ZP7P9H/7whzHgeYqWIw8YQZKc43jAhtVsf5FdRYuQyZ/Jxfjx46NMVqgy1hgkzkXYrKzJg5/WKQyDhZGfH/AMAQRKWuoOwWMkRQb33Xdf+ZOsGEry5qiVcX8h45qF8oXQqQdP3iMDcqIbgLyc89M25Nliiy3KdZ5TnosrqCP1w9En1lxzzSAqdMLPGrOTFuqPXmgzdPXBD36wJ2TwwCRQfXxh3EOnn6IDxggPyJGn2p9y0B+TPspeb731YuJK38Vlx96SgpzQcyzRwBBCUlmyBAx8DAFkrntrDHDuJQNWhYRhRAURBqsBPtQwEAZB8gDyQy6O+HMfnzJZiUHcGEEMEgYLAwUgNAwXcRUGyAOjjlPdWeUyEWDbE3CuPLX6pr6cE4fJDuVQV6C8yY94A2GQ5zQpYJKBPx/C4MMpgJ8LigxYiSHDgw8+aM8++2zE33PPPUM+2gy5ATpQXdmi1rYscutBSK3qsnWhzwDJxjVtgJ6A/Aei/kDlzQnUifagP9CW/DyLW0CAHSSgvoBO/vOf/8SDneAjH/lIHJFdQGZ0BLiVozqgG/JhTCg/1ZN6E0+3fgSFLwjmVed3A/rE/vvvH+cXX3xxHAG6oC633nqrPfPMM1He4YcfHvWk76JX5GcMaHxkxyL9Bn/pgjZQPB6KJa3CshNN+hP6puz+6GdBkRN6jiUaDDoMvow7AxrjzqDED4PAoJZh33XXXcOf7fXHH3+8TPbEIw4r9RVWWCEGsEhwYUAGjy1wyuLLWjIiGFaM7J133hlb7vgjN/XQvVWMDMSGw3jhz20C0lEXrjHSTBgoizjkS51Y7fCbXfJ4//vfXybILKEh00AZ5Xnh5JNPjgkFX1bjS2C0IffW77nnntAN4GU//Faf+tNetBMv4mHXgq+pQWDcY0d+2h/50QUrXPJiwgfBU452aGSgCaOehGHQRYYYbNxAQGXNDbRRdqJy1FFHBbGfcsopdvbZZ4cf4LmPQw89NOTki2DcNqEN6c+09fe+9734KSbvWCA/fj1Au6M3HERHv+BIPyMN+uBInvy0k/5PWk0y+gKyiwjJl/ajTGQaCP3RLvwyg/b96U9/Gl9XA8j2wAMPxAOshPFTTOpBfNoa+X/yk5+EPj73uc9FmwPqTRhjBBnVx+kH6J860L/YISEvgB9jB72gc2zLoMErniPHEgs3aHF0I15+rasblfIrVZ0ows8HZMRx41N+5SVfIvvXv/4VX/LK4rnnnosPgjzxxBM9PgsONzJx1FCkfOTAuZGdr4+T6MMTel2lG6f4GhdfnDr44IPL76IGvnpIN998c3JSSP/+978jDTpCN8jCx0rI141ufNjCyT3SSXdA58TpL3rXX5A/ZfFxGieTiMNHSfjSnBvpeO3t9ttvn1577bXQFe0q8GERN8jxER6+GkcYbQw4f/jhh9P6668fefKxGye3OHcjHfV3wo+P1Nx1113l18AClUHZ6lv9hdoGqH05Sr/ShRNN+V3rJ510UlknfH1u8803j3f+O0mm3XffvdyfAemAE1/E95V7OS/0BrimT6EH+hs6QH9OVpHGJz7xjn/0ctNNN0Ua9VVAesqWrFmofEDfBOQ5P/2nr/zpn8T5+c9/Hm3nBByvA+aLa06sUQ59hDGsLxMC2pGvyPkkL75UNyfQR5ZffvmoM/npGwf0vRVXXDHOcddcc01Piu5X3eLot/SRRY2c0HMs8cAYMMBkHDAK+tykPs4CZKAZ/F/60pfCoBEH48a739dee+3ZBjJk21/IQJEfQNasEcPN6/OhW265ZXnC4SuHcj0hbOTfa6+9IgxSg/ggJyYpGEfSY7BxkIHy57jhhhvGxEUQqZE3MgHi9Re96y/0Ntx8PnbnnXcOY01c2oHPvGrCoU9iAoiKT4ESj8/BioQ1EQG895twHPVHVxCM/HBc83EPX9H1pHrn3eToSfn2F2pvMCdCp10BkzHaESDTX/7yl7TTTjuVSfd973tfOvXUU0Mu5ESHTOYgMgj+61//enxelcmsJn8CMtx9993lr/rhyBfC41z64VoEhjzZvjonwpW+gPRFHPWhvtBX/gI6uvzyy+PDNUw+qCfy8zW6bPuhP+qO7N/+9rej3zPpy+ZLHPR///33BylLH7Q59ccPx+SBCRBfYgP0O01YkJvwRY2c0HMs8WCwMsAwKFqlsXplBg+h4yfDI1JnwPOJTT7EwMxcxg0ChSxuu+22ATHoyIXDYAAMl4wYRkVEeumll8bKCzkgdyYkp59+eoRlDRZyAz4yQp777LNPeuGFF8IPoAuMHx8z+dSnPhUrEE1SmLjsvffe6eSTT466Zcmlt36AZO4PZEh75yV/9CEjCSCo3qDOIms+QjOnOFnCx6CrboD0WsVngYGWPiUPslDWQBprtTfI6lyErklLlhABsugcoCut4Jm8Cdk49BVdc06eOBGs6suR/MlPeQL6jvoo+Uh2/AaL0LPtnZ20kZZr2pb0lK9+QD9Gxzj8qC91y7YFepfMAuVjLzQuOceP9Nk6kc9AjI93i+iVXnCOHEskfMDGvTDgBqp834v3XfPTND5qwkNGPkDLD7v4wIz7ZZxzD4103Et0wxF54c8199H04YYFhYafG+84p2zKoFyudaRMN2gRF3DvnLJ91RD3BPU2NWTV/T/SUC/C3IDFw3zIrQ9PuCGKOukd2Lw8R2HUTb8DRwYccANdvpcu2foDZKTuvfOSP/qgTOrENfWgbQA64Od61IH7pNRHOuK3x8TTA3akc2IK2dEHfqQjnDJ8ohT3dymLMO6xZ6G+Qxn0KeL3t+6C2hmoDhyRlSPhyI6s6s+0K22JrMitOnIPlzDi8ksM8lpuueWijuTXO73KBfhRR/zU5wEycI0M5JWFZJdO0B/tlEV2DCIrbUka4pH3vNBX/soPMA6IQzh18Yl4OT1PwEt2np3ggUtAnahnNh8n6dCDZAZO2CEDfYcxxznlqA5qL8pTXoRxvSiRPxSXY4mGBhQGTYaAJ4EZ8IDfpmL0MP6Kw0CGEDAeDFQZTowFA5UjhqC/ZD6/yBoxjDYyQcIYFkgY8sEIYXQhNo4AA6cJDODLbCJsX7WEbsiH+NSXMM4hOtWtt1ESYaKrrMFbWMBwon+OGFXaCXloP8gc3Yjg1abIBqHhMK7Eod2oE3kRjg6ZwFEf1Yk4+Glix6SG9JSNA8TVhIY4CxuUASGpTF9xhvy0Pf7IQz2JB5n7yjzCAQ9voiPiobtJmXe7i7jpx+iTfkU+tDf+0rOvUqMM+hV6yQJZBhvIhhzUH/lpQ/UHgD/hkLn6MUTPeKFt0QNx6P9cEwfSpr3pI/QBzqk76dA7QEfoCv0hA3mQnmtkIHwwkBN6jiUaDDTAQGVgYqB4OpgZ+2qrrRYrdQw+BpPByuBngDJYIW5ISwaDcBm4rNEYSMjoAIwC5EpZyI6h5pzyMRoAEobIkBWjO23atPIKlBU28mO8yItzjLpW5SJkjBrGijKIRz7E0SRCZZMnfhg6keTCBmVgKAFGFVnQkUiMdlM9CEdO6oCeqIOMK4YWIL/aUuAaEJ9zjoCJEunJH51Tb5Gl+sjCBmXQviJ06k1/pH6QMKDNaU9IiZUnctM+6Al5tXLnTWnqDwpngoN+uAaUhY6Jx+SOdIRxrvamfNJmdTg3UL7ah3TkgY7xR5/9BXqh/ugJeejf5KvVOY6xQRzKpR9wzRhBLuqOXLzECdmoO8CfPJkESn5kpi/i1GekA66RhfahTHRGH1nUyLfccyzRwDhDUNpyY9AxMCG7U0891T7zmc/0xBwcYHwY+BgQGSDO8cegcD7YkIlAFhl7juhShm1BQXrVM2uK5D/YUJsgC0ZadabNsvIOFNQfOFIWx6EMdKB+AVGio2y7MdZEehAncdAf6eaH8PrKf6hhsNtv6GomR44BAGTO9jJkLvLZdttt7fLLLx90Ml8cgEFdGMSV4x0syfqFzLXqhZBZ3ULITArnh9AXBwyl9ssJPccSDWb0euhLqyzersYbyLQNmyNHjhxLAnJCz7FEgy0/7v+xOofMmU2zYmcrjPuHOXLkWHhg/C3Me+g5ZkdO6DmWaEDaPOELmXNPC7ANj2HRw1Y5cuTIsSQgJ/QcSzT46RY/3eE+Hk+68sQvq3SeVtdTu+9loIt5uRw5+oO53UPHf0m5hz6UkBN6jiUaGBEdebKdVTpbgKzSWbkPdcyJZLMuR44cOYSc0HMs0WAVDvHpN7vcu+MeHqsESH2wkXwIBi3P9us0nsbvslToso5Ch7W6a3I3q+fY4g7/UuK3wx6XDObC7XhzpzLrIir/uR4K7lHwY9HLaikUvQxcp7X5scNdyf2Ty4YDheQmw4usws2j3Bw5QH4PfdEiJ/QciwX0FjCMAoYAowBRs53H/XEZB4hbW3x6ip2H4vR7btJA5jIqOPyyxgW/3tADdfyunTeuYZiefPLJntAFA1xYqCxYMUjRZXKfQsEvUsmmTpnkV0VrtnabaW32ms2w5+1te9Mabbq1+v9N1lmBnF02bdLbkVl7a/fLQbq8KkUP6uh0ed2PWExn2jxSu1N6V0wC3BU9YlObV5hyWr2MaTbB3cvu3vBS3uiYYm/PmhJk3t5Zso52fn/tJgP1eoY1FBqyLzhoF9pJv23HacKVbYerr77a9t5779hl4QUpfLf+V7/6VbTLnHZa1F+yv2Tglgt9AfDN8AsuuMCOOOII22STTaI9keVLX/pShNPPaO9FAfXNOYH6AXQCkJ9X3oKrrrrKdt999+iP5MGnbvkkKHHezS84qCt4/vnn47PBfI6WFy7RJuTLd8SBZBgIzKvO7wZqT+pw++23x2eEeW6GyfrGG28cn98VaE8eiAX0GdWHPid/ztWf+Nb+ZZddZp///OdtnXXWiRcw8eKYT33qU7P1zYGqy4DAK5kjx5CFG6b46AHu1Vdf7fHt/voXDjgZx8cQ+JgC8Xxwlz/Y4AM+jq2treHPEcg/C9LzZSrykyMfH+DxkQnyBk4o8aEWJ/S47g9a20qpvZhSZVVNKnb5eWdbauqclVza9FrxzXRP8zPp//7+q7T72V9O6xy3V9rwe/umj//umHTyTeelZ9LEND01Jz7n0djSnDo6S6mtvTM58bpS/J8HEMbnKtDG9K7ONLPoOnDXxUcs0FFzW3pz4oT0WmpKe5z71bTOaQelFX64R1r323ukvU/+XLr7tSc8pCM1FbtCTj5dUUINLvfwyppuj34CvVZXV8cRnfukLPzduMY1H4sZN25cfBnLjWp8UMYJGLaNr40B2lNfnaMdgRvpyIP8aEO1PW3K52VJX1tbG1/nonyunbyiL6mtOUcGILm4HkjTSRkC8urok5o4R171dYXzeVh9Ga2uri6+RKfzAw88sNz/+wL9GqCzr371q5EH5Y4aNar8Rb7DDjss4kgPWUh29EX8OcWRLoHGncrpC/OTP+DzqeSJ22CDDeITu7pGHxMnTizr7pVXXokjealP0D+y7cAHW37wgx+U80CvHJGZz9CSF7YJ9NV+ixL5Cj3HkAazYu+nsVrgtZZaTXAvnJm4D6byCpwHbYjHazG1zaeVmhuE8CcOM3CO+OE0I+c1j7zq0gdiPLxDuczI9UEGrlkxsQo45JBDBuRnbzwWxNZ1FW+X8r+m1G7NLvrr1mLXPH6Pff30H9tld99sz7dMtY5lRtnUUTV2/6y37MIn7rIjz/mp3fryE7529xW9r7A7q1zuYodVsMr3xUeFr6QrfRFe7cfqjqLVe2nDKmususJLrShYqa7GSsMqLa24rP1t4j32bHWLPVuYYW+sUGdTx4+y52yWvdIy3WaVfDleWbAuT9bo8k6qKtnkWtft8Eor9nNxQvvRVm5cQ7/oHj/AQ1P//ve/Y9XJa01ZkfPuej4yc8MNN8Sq6eabb45wnpFg5U7/oJ0B+ZKHHHkDyllllVXsQx/6kB133HH2i1/8wg499NDye73dGJd3CoYCsrIj01133WVnnnlmPPD597//PfTBav3RRx+N199ef/319v3vf3+2VeTcgN4BfZmdioMOOsi+/e1v2xlnnGFOXBE2lIE+rrnmGvvtb38b1+eff77de++99uCDD8aOAzs5vETqrLPOCj3SP/ReCtpYOyCMc/SVtS88TMuukE8W7E9/+lOMefz1KmX6y5CDd+4cOYYsmOmysvaBO9tsndWSXHbWTnytaLQaeOmll+JIOq10sisY8vBBWv4sIjNvrcYA104okZ9m5SAbZ4HhVerySX2FFVJbV0ea4ivuib6m/vmDV6ZtfnNUWuH7+6TlTj4g3LrnfC4t//MDU9Vxu6RRv/5EGnPSAemQP5+crpv4UHrO1+rTfFk+g9U3+bZ6ps2uFxZgfiy1+TUB7kqdxVRsa0+tpXZfmc9MV731QNrg54en+l/un+zsPZJdfmgaceGhadR3d0t/fu629FapKbGOQZtvuXsltafXU2eyETX+f/9A2wJMkfQpP/DRj340wo4//vhoW1ZSrLzBfffdl5ZZZpkIZwUGdATEz4L8aUP6AX1Gq1Pgk4L45vfBBx8c/Yw46nPqX5KP64E0nerXQDJzZIWna60kAd94d3JK//d//xefiwXK4+qrrw7ZRowYUd6pmBdIh75VjsYHIH/y6s8KPatj1YE4xJ8f9JU/4BPByHnUUUeV+w79BNx5552xm+MkHp+Llb6089d7DMsO6Fz6oB7HHHNM5CV95Cv0HDneJZhVszpmRsyqGfhAi5myD+5YhbF6YbUCfJDGbJsVB2mJy0dYfNBFOOlY0ROH/HzghR8rPO67kY488fMBG2kAKx/usxKPe7HccyNOf5FY4VZy9zxZFw/B+dJ6hrXZpf/+u7049S0bvvRYG1XfYJ/Z86N2+lHfs19/4/v2yY/sY5VtXVbvst7z9GP2rwfv9DV6jadrslRZEffMmzp8pcEmBflXV1gFewEdXk5rp3W2tlnyFXtHKhnr9r/fcYuNrPW6NbfbuBFLWWFqk7W+McVWHr2UjSrUWEPyNnD1dTmP8Vbu4Z7X0sUKj++ra0xpP+A2qOfMyqtQgdX4LbfcEufbb799tCe7JbQFYIXOKooVOas02pVdFvoAcGMdjn4C6Ee0GX2JsrRLQx/gK2UcaXvCdRxsIFP2iLxOUrE65LO/+ioedXzllVds//33jw+N+IQ1di/6AnWUDgD9X9f086EOvtHA1xMB97oB8mtHbZtttomdPcYruxl8tAXQDzTOiS/bgg1gjOucMU8+TuzhiKc+27u/DgXkhJ5jSIPBw+DE0DCA2E70GXl8UYqtsz322MOeeOKJuIbUMXb77bdfGCoM/Wc/+1l75plnIh8GMHn5yiXy5poHjH72s5/ZBhtsUH7oZfPNN7dzzz03CERbcoDBzOcUN9xwQ1t33XVjW68/wCw0tzd3P6Tm8FW6NRWb7dE3n7Jn3nrZapcZY03trTa8ssb222RHW8fG2uZV4+3j237ECk1OWs5TLaU2e/ylZ6zR/1p8ItARUwKfGFSULNX48GZPH+eFFdu7t5Fra+qtqmGY+9fYlQ/dYPc/+4RNdfLc9QPb2RqjlrGa5g6rL1TEk+zVqWDcSYUwRIy1nmG1rwUaupzw3uHjBQLtIaBvgfZ6+umn44hB/sAHPhCGF6OKH20NudNuGGC2WfGnzSFx6ok/eSI3aekTXHNkskYelK9+Qf8iPW1OfE0CBxMiWupC/agn8iIrD66pTZjM8LlU4uy7775RD7bm5wfUnfiURR9HP5Shren+gLyzdSB/Taay7b2gePnll4OsuYWy2WableWHiGlH3JZbbhllMzmkbNqV+gFk4xxily6RjXP6CH0JYF+4pQPwJx15DjXkhJ5jSIPByQBsa2uz0047zfbcc8+4N8bKhEHGKmSvvfYK48991QMPPDBWawxiZthXXnml7bbbbrF6YdXCgF911VXjviOrsp133tm+853vxPX48ePjiWHifvGLX4yyMOwQPXJwzudKOfKZRiYZ/UUpQxoFZ8diIdl9jz9idUuNts6q7q9MbbPpFjbeRlrnm2/YsOYm27h6Zdt8/LpW44RaX1tjM5um20uvv+BEW2XtXd2EXjms2lqd8Wd1+UrcR3mxgh0AJ02Pz4q908t9tXGy3XC3r26G1drIYQ128M7723LDR9kwJ2yuX/fyil1O5BW+sq+q8Dx4uJ1VvaMreSw3gP0kdAysgI4xpPJ77rnnwljrOQbCOedI24Ktt946noHgHjvtQXoMLf2FfCANrcboRzj8iUv/yQJ/DDgkgFGnnMGGSA/56Qv33Xdf1J1nPZCfutGv9ZwH9YfYiTs/E07qi64AR+kKHejZkqGMxx9/PI7qD0xCpDP0QX3oI9Rt4sSJ5X4B0BGOdiYNdcY+APURJgZMltCxdgE10WH3b6jhndGUI8cQBAZKW90nnXRSPKDCT44g9f/+97+2xRZbBAF/9atfja+n8TMVBuA999wTcdiqJZx0kAF5sZXIz5/4idKrr74aA56foD311FP28MMP24033hirH2b0J5xwQmzrMcAZ+AxqDCn5IFv/0P1dbqfa8kK6prLKXn7tVRu9wrL2xtRJ1lrqtPXWWdfjdNiKI8ba8g1jrKWz0ZZ3o91cdHqtKVibH19+eYI1OKVXOAFXeuyaiipr7WixzhIE7wPdJwdW7VMGdxD805Mn2n8ef9AmTZ3iq/NJ9rE99/H0vmoqdlmpo9NKHr1hJATZaVWpYDVe95oKckaSDifyDmsj535yHgSb1aNWT+ianRTOta1MGGBChT8GVZMqdk4IxyAThiHHeCtv8qMNcaxiMeSEc05+2prnmvSAfjTY0CpQK0WOOFaL0gf9mvoAZOZBMOqSvWU0N7Ayz+pfZEh+2p7uD9RWAH0zbpAb/2y5CwrGJnIynl9//fUe3+4dHk3IVCd2d5icq13pC+iXuMjCNfIBdKx+gr+23wH5UqeBmNAPNHJCzzGkwWBisDEIDz744CBhGTIMPU84EwfyPeCAA+zII4+MawYdg5ynmBl8rN7xY4Di/89//jO+usZgP+ecc2LVzgydAc7Tvr/+9a8jn9/97ncxsGWMIHMRgOToD+qraqxlphP02NFWSE5u/tde7LTpbc1WMXak1S09xloLTlTuX9FQZ1PaZlll9Qh7vb3RCsuMsjS6wd5snGY19XXOrV1WV0pO6370q1JzW2yZd3W0e13MJk2f7PmYvWkt9nTr23bFbddbVbFkW6y2jm2z8eZB6C0et7Omwlp9Ve50aMPq6q3G7W5hVpv52thnWNyfrrTmyi5r9jxL6R2jTDtljbTO0R+6BSIZdIcf+seha3TMBIejjD7tpaeJtRolDsBfYeRLHjjahjYnHkfyIx+O2pLFn3Ils1ampOcICEcO/ABxsteUMxAQ8cwJ6IAydStAMmVJnPSSBX/pR+GkU/0BR9Wbc55J4Jy0gN0O9Ko201H1pj2BVrMLgnnV+d2A8Yq83JZhXKvfkL9W1OgOMLEH1CPbjqRHrwL1I1/ywKm+tD/o3YeJgy5oA+WpdlrU6C49R44hCgYTAwkjxSdPIVVtrzFQuZ9NHAYQW+8YYwYYg4k073vf++KcLXJWdBpwrMYZmJD3RhttFH4KI19W7WussUZsO/JzIPKUoZeRFZksOHhLXPKZ/nBrclKv8DK8ptYyq4mKu8VINmXS21Gu041VFXp+kud/rA7envq2tRQ6bfiyY+ztaVPMpxnWUOHG3O1IwdMuM3qMDXcdDKvpvo+57PLLWZMV3Zldds+Ndv/rz9kIN+YH7bWfjbJ6p+8OG+4E3uCTg04n7rpRDTa5aaYVPL25S50lq/JVOn9tPskouboqXO8iB9oAl73G4LEjIt1yLcMnfdJ+6BMdA8LU7kDEgZ/anrYjPTssIm5Am8iAq0yMM+EcCUMe8qQd5U8eIkImDegLf9UFuTmSRlA5/QX1mhuQT/pAP0xs0RVyoB/JQ39APuoFkSEb9aHPq+9SH6A8aR/8ONLPRdxs3wPy0RY2pMftD/zUTlqxzgvIoIkFZSGf2p58+wvJ8Nhjj4VuyBu90IYQfJZkuU0BKJu6oEegHSD80TMOXZIWGakD+kF29Ew9qBP+6qMc0TlpyJs8pMdFie6a5sgxRMHAAhiRrbbaKs4BBp1BxHabDOIOO+wQR+JqsDJz55yViAY8eWIAAL9FBjxRzYAGDF4MBZMFwDa8jBhQPB37g44uX3l7Pq0l5K10WnXq9lV2VXvJRlXU2Eqjl7K6Tq9f0Y2Lr4ZrfEVd6evspT1s5TFL28xWXy2MqI+VNQ/V1VU7ycxwym5yEmz11YMnbZo+zYqd7dbU2WTNTugX3HqF3frio7bMJmvbBltuYpussLFPK0o+lShYZbuvAtuLVnDyhrBnVXVZo4e2+rG1MvHzddbpnq9n7P9aWlvC6OHQLy57jY5oI46QDzsctBfEIEOrttI1adE36XiKHQMJ2eBoR+JjVPHnWtuhbKnKTxMHysL40r4cKUO3TMhD90EJQ17KhcSIRz+gj6k+cpJ3UUAki1xMViAfZOV+MPqEVKg3tyeQjTB0S90hMN1bRyfEo+/TFugFp8kS5EddCVcY+oEYKZt80ItICrk0NgcT6ADZkY3+gl2gruiDc0hW4x7Z0Q/15xw/rqkH+uQ5GtLijy4B/Qn9sXuBrggnPnmiTyaH9CH8ATqjP6Iz9a1FiZzQcwxpMLgwoAw8Bi1HBjEDjkFDGHEARlqzagYt50J2kDIg9RAVD7kB8sYfxxYkhoDBiRHNGkvCtTUpY7uggBZKLpdTepxDlbVO6CuOWdYKszpsRMFXjM3tNv3Nt214la+ukod7nRt4+G3qdOucPtNXzGxVd9jyyy4XhB6AcHhFa7U7r3JFfa3VuutITmjucdNdt9vMFif5YZW2/tab2fP2pr0w4w2bkZrDCHZ1dlhVXa3NLLXbzJEVdnfjS/ZU09vW5jolh6Kv5HnHO8UN89W8gK5wAucybOyQYBhpE/Sq+48Qh4COdU17sUPCrxBIrxUQ7Uo7EJc24zkJjCq7LLQLfuRPfMqjfNLQzuQtQ4xxJkwrfvUh/HBc6+dxWRnJS3EHA7zOlPIhIHRAPag35I1eADpBVzz5DSEBdEI8xouIiXpKJ/iJ+NAdYYD4IjHA2OtNevMC8dEZIB1jlDzxV579AZNu2p/napCfMUldeY5AK2aep0He9ddfP2QhDrJjA+gLnPNTP73SGTkZB+hT/YM4pEVmdMaEAH0ymeBcOyRMgOZHLwsLg9czc+SYDzAQ5RgwMjQMWsCgYzDhzyDEiGMwAIYJwwEUHxCXgcpgZxUGNEnAyYAzOBn85IM/ZckQIo/yXlB0l+IGxodhqsToQewlW2e1NYx3rFe3dFpFW6dNnfR2EHFbyyxrbGp0Hu2y9mkzLDU225gqNySNbbbBWuu43PwszY3k6AYrNtRac3WlvdLuxO91n9TRaC3FNptl063O048dNdJammfaKb870w7+wVft22f/zL5/1i/sgacet8ZO4nVao6vs59f92T79qxPslzdcahOsyab4Gn+WtVltlZP1sGrr6Ope9eLQD673NSunNddcM/SKox3RKeBa+sShU+l/7bXXDqOJ0eXniEwKRA60C+2s+6LszlAWq1ORtggDsiIu10wyaHvSUy5pKJOyIXD6Dw/Y0faANMQlD8m1KAEpUS4yUCd+poc+qSOkDgHxMBjEjaMOvNOcurH7xASHCRF6YXyQF2k08dIkDD/0QH2JJxAff9qLc02WaIf+9v+BAA/FoiMejpswYULsvqAH9AMIe+ihh6KdtRtHHdGPJoDUg0kB+qWfUDd0gl1h3LNyx05oF0P2hTyxBwDdyH5oIUEZixo5oecY0pCxZcBo0AgMHAYY4Rg8wDmDmbgaUBwJVxyuubfOgLz//vvLfgL5MlBZ6RCHF9MAymYwK3/KGghAOxXV8akT63RSXsvJj5+NUc7wsaPtyYkv2rPtb1rH8GFWHD3SHpk5wZ6f+ZYNGzfaik7qy9eOsHVHjreaQq11Un/nPLbUL33wJrvjtWfs2mfusJnWbqOHjbFxNsJK02basqnGxnRVWqcb71Fu1Ky22l5663UbNnaULb/iClZgZT+sztr92Ogrde6Vj7LhNsbc+BfRla9UfMJRVfHO9i2GEJe9hiDRIcYSvUII6Jp2xT+rd4B+5cd2Oz85xNjedNNN5d8BkzftfuuttwbRY8T5mSLlQWgYY8qlfTDekBXnai+ROyAe0OSOVRsrLk34aHNIASdyX5SgruiJuiE/pEJdAT/jJJzbShAT2/E8HMrP/dDPRz7ykYhHOnSkXRHyA0wEIG+9lwGCoxzFIw/aiwkEeaA3Jgc48pDu5gW1PyAvJkbkhX92LC8oaG/eSwF47Sv60C4NdeFnrfyklbpA6MhOWwJNSHS/XTrmSB+U3PRDykFXtL/SEY9yABMm9EPfIw/ZiEWNnNBzDGnIeGNMZUA4l0EGGngyRIABCSljNBh4xGGgCbvssksMYkiBF9MwEBmUzO4ZpPwkjhfSsHXHA3KA9IQxoJGrNxm9W3TTYuyKW7vL2sVwdCZdZdXVbM3117e26oK92j7THpz6ql3y2B12l71hd9jrdsFTt9vDhan2SqHJqovJ9th8W3MTZjWeE2sDHo+79IFb7exbr7EfXv5b+975p9tLjZOtxXxV6qvrUe3Jat+aYZUTJlnDm7Ns2WK11bkKl1tqaa//tDDwXR1FS01tlqY32YbjVrDxaZjVzJxiY2e22fKp3kZ6WZVVFdY0qzF0gZOxz14DdI/O0B1tIoMuw0lcjCGgvXD4Ec57xcGpp55qf/3rX4N0Mcg81/CFL3wh4vHLB7bnBeQ//vjj45mLo446KlZYQH0CoqbtaW8AydD+EDn5cS1/JiJA8kpOQNyFDfo55aAzZAS8LIlJ5nnnnRd6EXiRzBFHHBETGN7Dzm0GSEh5/OAHP4iXr/CuBnYhmAgwZpi8UFf0rp0JJjbUF33RfuidcM4hTMIW9eRmTqBN+fULk5HTTz/d/vCHP0QdqA/jl7fHUX9+/bLccstFPHTJJJH3v/Obfd45Aeif1En9lrypL0f6Abqk7kyOOKcvsEsC0CF+6Fl9RO21SOEC5MgxpLHKKqtgOeNdzMAHa/k9yk4U8RUuwjl3Qg5/MGnSpHinshNAvAfaB3H4u0GPdzPrndjbbLNNfDnNB2KE33HHHWnllVeOdzHz9S3gRqL83md9ycln/nG9oKC0aS3t8T70glXFl9GmpY70krtv3X9JWuO0T6eRp+ybVjv302n8Tz+aVjp537TMT/ZNdT/fI9Vfeliq/M0B6UNnfTnd0/RimpKa0qTOqenNNMvTt6U9zjsurX7y4WntUz+bNvnJ59I1Ux5Jr3rYMzNfSjM97ovprfR4ej09laanu9PEdF37E+keP//IZcekpX6yV1rzos9H2ae8dVN60NO9VmpMqeQSt7iU7aXUOmuGz2gwH//7bu3ecIMaR3QI3DhGu0jftIVMkeI6kcQ5zleiEY4bP358ciKKd3O7oU077LBDvGefvGhvwQ15tO2OO+7Y4/PO+70p+5577okvipGPG/roI+TP0Sdx8c5uN9zJJ3bxBT7JilyAsgcKyhsgm470P50TB10gC/jud78b8jqRJCepcn9lLNCvnWgiHlC/5R3kTjJp9913jzzJT2PKV5TR753gIj/GnE9i4v326AI94U/4TTfdlHySFOkkO2MPfav9BNpWYNwC4hB/ftBX/vgT58QTT4y60X70D9kM3J577ln+2h66UJ7og/iMf0D/VBh47LHH0tJLL13+wh/9BV2Qp08IQycc//nPf/ak6Aa6pZ8Qd1EjX6HnGNLwARxPKPvAixUC24Ss2Jn9sq3F7JmZMWGK74M8ztkmw58ZOY5VBfdhSc+K69JLL42VHSsbHjbie9L8jI2fxxHPDaP99Kc/jbyY2VMeYIVHfpTdH/AE+hiXpcrF1UBklc06e/f1trTvfvyztnbVGKuY7KuBtqJVVFdZZV2V1db4anFWm63TMNZ+efT3bJWapYzXwKWqOmsuFc3X1rbBCqvbaF9cjmxMNrLN82x3HVitpa6q+P76WF9jr+L/r2zDbdnmKtugZjUbZlW2XGFZW6a0lFW83GYrdYyy1QtjzTqabWTFcCtVFHzt78JWFaya3RAX2teOPZLPHbQBukKHgFWh9OcGtLzzAvAH+HHuxtG+/vWvx9fE2EJmpcT9Uh744mVB1113Xaya3JbFqhvwIB3n9AX6CatMQPnEI0/6AO3Jjgz50aaAIw9YscLTCn5hY179iBWj9Ee/Vh2/9rWvRb/lFcT0a956yIOBvJfhL3/5S6y+AStR7XCxdUyd0Ql1I092JYDOWYmjY34OSHnoCl2gJ8YZq1/KIi/abkExrzq/GyAfebGTc8kll8SXEJGRXRr6CC+j4h3u9CdW4OiCNsZxi4IjK3f0Qf+gTuxeAPoN+aAz+hS6QRcAvaIT4qjvCPQx8kHnixoxzew5z5FjyIGBwdYhW4A8AMUgZaAwABmQhLMFxjYZW6sYGgwRA457rgxujgxE3vvMC2QAgxPCx++yyy6LTyxyz5y8eYDriCOOiK1NjBwDFxLCKFAOxpJyea829+IXGIy87rsFVlFTaZ2pFC9zwavZOszNh73RNMkeeOpRu+Phu+35iROsWJVs5TVWs/dvvZVtt/rmtoWtaMvYiEjDBugMTzPdCfjiyy+zex+4P+ozYliDHf3Zz9v7197Yqq3LY9e6Yj1FR9HqauqsveRlVXXZm8VmO++qS+zJF58LvXW1tNsZP/yJrTRynC1fOcLTurhuvJhc+brIanyC0VXsilsHcwO6o80iP9cZ7cI9WfQvYhe5Z00RcfGnLUX4GE+MMiAfiJxw5AGa2BGHvCib7WeumRTqFw34k5Y8RJBzA+SmiQiQDMiLjANBTMiqfGgv6sAR8qHfcgQQhyY6ICsb8YHCuIbskDWbjnPpi7pIt2oDyJonvrP1Ih8mDQBiYzwRHz0yhoirspiASAYhm5760CakIZ7knhukm7nlT/rsteJLfpWdlVV6ow9yZExrG538iM+kJ9tn5ga23NEXfQHZkBEZKBf7RBmLEjmh5xjSYJDIoAEMCqQNGDQMQBko0DscyJgASJ9BitHEuJE3pMAwwI8jgxN/DAUzdL2QovcAz5LNgqLLRx+2p6LCCb2rZE3tLVaoxoMdh4JNK06PB+UK1RW+endj4X/N/udrp3jV67KlkVbV7qs3X+7zspeOiuQkPdJjtHmcLqv3vxltU23ZuqWckJOVim02qqreihBTbZ21Tp1hJd4ZP6reOgo1NtGnBCleXVMZK3Yrtti4qmE2ylNXurAlr3Ol66bLy6t0/XS53zumf87AUKJLDHmWhNAfOicMQ5s1RSJ02pAjREAcDC2QIcdPxKo8uCZfQP+hjQijbJAl6L4IRfkgq8qib6isgQD5kB9AHsrkqL5JPQG6oHzVBzDRpf+jW8mahcIpA7IhLXmy6mSymi2X/s3Y4Zxy0B35MhkjHvEZM2oznGRHtsEgdICs5KM8SYOcOIiausqGIDvxmMxojJMn/r31R39B1nlBaVhgUBZAHnTMhBW5FyVyQs8x5MHgY3Dx4ImME4OUAQMYPBgdwuSXXc1hRIhPeg1shWdXLL3BQCc+aSkTMuGI8eBIHtqyXBAw8Np98GNUajHeXl5rOy955SEowktWX13n1N1hHZ3d7x13cxEpkavO/ypZN6eq+Awrn0OdVWyPT6i66XfC5cl5fkfcYnVVNVZq77BRNfU2rNpX2G0+meElNEU3qFWV1lpZskafAjR6SjeNVvJJRG1XwZaqbPCJQ0V8PtU6Pa7L6zOGKK/Cy0nxQpy5A5kxoADjRltAKuiclRFtQv2J012/bmAUextuERFxaQuRBPnSVrQnabimbcgDPXENicvQUj4GGGOtCcLcQFuTXgZadektb3+Q1RHlQRIcJTvIhiML19RDOqL+8gPUlb4dfaunf7NapL7EUTmMK9VLE9bs2FE8natdiMM17Uda5JwT4UrfQPmSBy470Z4bpJu55a9dmOwYzupTuqIs4lIXZCYOYezSoBPyVB+hXvTT+Rnb9EfSIx/lcE191RfJb1EiJ/QcQxoyIDoHDGoGJl2XowwOBgMQn0GFQZNhAgw64spIqetzJAx/pWVwzmlgM2AxHiqzP6B07nlXVlbZMCfVTidXVuBOb+68rl0YCa974twjh5HyE0gYXRSciJtb4zfs1fW++qp10vYYbZ3t8ZY38q9yObvX2x7dXUjtAbw/vsbTV5H/sHrrquiyqe2+knbjSB7I4Gs+Nufjfe/WQZmekEzq3deTFVzmRFgfQF+0WdbUZI07Okff2XD5E4+0GG0Rg0DbkI62wGBzPidguGlL9QXyJG9N7voCciFPts17y9sfkI9kV9/kiHySHXlVflYeCBm9EHdO9ScecUivnQnyI1/yQa/SNXomH13T19GVbkv0nvxKLsodLEIXyA8ojHJJQ/3Ig2v1Efx79xetxtXX2FXS4mB+Qb7oTPaC/Cl7USIn9BxDHsyiGYBzmzGz0sO4YWyyRkLGgNU7YGaehQb23KD0GAOMEQNcBgMyYeD3Bww86BBXV+nllFj9F+OLa7w8BpRa251W3fBEuX7kYyhuSCH1Lif6iuGjg1ytq3vXoOD1mcn9wjHdn3hEburY4StyzutdR+gJwrYKr7v7G59UrSrYzBYnh4Zh1lZyo1ZZYzUeq5IVeLuvEotMIDyNy2n1PVvubqi7On3SESXNGZTJvUT0RTuwmhFRcB8biBSypkikonPainCOEAQu2y69yY54GGdIiPKJSxjxFJcVKffz5wXFFdGSL3JxnpW3PyAfkYvK4Qi5cpRTuQJp5C/9SU9cKz56p6/SD9AXcbK3HSAvykKntA3ESVrick4ZpNEumYidNCqL8LkRLmEaZxo3ko+854X5yZ+2JR/iUQfCpQviIycyq87YC/mRBrsiucgHnVF3wuZlHwC7HsQhjSYAyoP0yLEokRN6jiENDWiBQcigZbBiuBnkAnEZiBgbwhlY+GlVwUBn8DOYsyAeA580gAEapOfxZRAAeVEmeSADcvU2Lu8WGnwVFdyfTdbS3k3A5E1Z1VXdqxviFXmQzUGZ/KGVGZOn2DDXAQYkXHWNNTmhD4csvV7uGWnKIJHnm9y1N7nxHuGTJK8j2+htHW1W7XnNapoVL7apYEXOI/FstWMmyIvq1lXH9n6tTwS6PGxehA60LYoeqZcMHvrEUZ/exo+646/2VB9Qu8qIChAR6SmDtsmC+BhsbS0Tl3ihxz7aj/anHMlM+ZInK29/QD6qn8rhiIwc5a/+qXqjI/VN9EQ+1L03CeFPeoULesANf+VJfenfjCtkwjHmsuOMa8qgfPVVZBsMQkdWyQBUT+qDn9JzVB+hfMKRX3UQiKP8evejeUF1pB1wTHx4CI9J0KJE/6xRjhwLGQxYwKyaQSOi1QDnCJgpMzgZrIQz8DlnUGrwMkgZdJxzDxVgYPAnLjN4jL6MGXljMLXCx0+Gj2Nfxmh+0N7SGtvWFcmNp1/XeXnkzUNyqcrr4X44bia0uR+uxYctEs3ytT1vkqt3uWtcfqGj1WPDNbg2T+2raOtwPXq9E/py/bCSr+rZOm9xIqfw7i+pmVUXnOjYiofMxVkY0SoP9RU6q3MeuPPlQE/g3MHqj5W4SJDrbHv0BaUjPu1B++GHYQa0AQRDO9F2tDcGFcNMGEf6glZnpGOXgDx7E8+cgKw49aOskafchQ30Rd0pmzri0IEchEF9kYt+K93KEUZdiUsYoM+Tjgfg0AGOuIwh8tc9ZRxp1U6kUZ9XXn1BhAuQhXFGWfgPxPhRe5AnbYtclKe6c6TfUAf6DY44+FE/4qIP+ghAh4Aw9bF5gTIA5VAf0tPfKYO2W9TIV+g5cgwWGHlFJ1of/NXuOn1FzJ9bH18B+5kfMXlMWTi6yerZiO/ekGdtxiYfT6+LW8scmz1ij3u40+cNsx3nxMnhh6MQVumYCD6zVukrKv9LLmuHBzb4qr7YVuy+Lz8PiBCypoZz/DGCGD/O8cv6Y1T7gvLuL3rLJih/jpAQBEI4MmPEBxrSB0fIleNQhtoLgoTM5rSCFulCfsTJkm9f6Cv/oYbBbr+hq5kcOd4reIc/gkyhkErnCswdaxuIu9sVrM4dNxBYR3RvtnbzLgQtF+CIY4T3+GXjBFe7K/m5XDmtwLUc+biLuH7qtO4JMoLPBWy369kFjDM/owLacekLGPN5uYFCNk8IQw4g98LEws5/MAGZq50hZFbD6DW7Y7C4Yyi1X07oOXIMFjJkOZtJ8Iuq1GXVvjqudfasd3s43N3IzuTObJSfj3L/Bmfk6p6EIugga89vTi5L5ICkOAiao/wDPXLFQ3BVvnr24xxJvw+w/ci9Wra+IUu2PAH3FxdnIluSSTjH4guGbI4cOQYJkCTkORuZil1x/CyMFU6nX+D4+VhHlxXa3XUkq3BiYRDLKRkknXXyz8alaPzmCWRzF2Tul6zMSRdrK59wkM+8APFxb5t7p6zUuGbrlSMk3xeINy/XX7D9m3XzKkPnWb8c88bCvoeeY3b0NR5z5MixEJEKFU6ROAdMqWOhh4J15LfoWedGsfvog7jHsV3PgCYvv5zN4RckThz3wFX2xAcUqfAsEk/fc/+8B7oVUF3yiH7+TsicoVU5Rww72+9svfJAGav0vqBt8Lm5/mJOeWYdyAk8x+KCnNBz5BhkQLgwI7QRW9pyjM5K/6/KHc8V8bo2HbmBzsKHRGTgx/8h4x6XRcTBQcbuIGeKwf1P+m4+64ETnP/PJABXRdp4YK47dG5gVcZ9VO6bakXOEcdKrb/QKnpuri/MicCzmJ88cswdc7uHjv+Scg99KIFxnCNHjkFEdhDqobMOt3VFD+j0JXGHs2ebk3hrTbLWWj/3Y1tNlxUhdlgZXsQ590DK/0tL3X5ZMpeLlbqfaoUf4TiHCB4qJz1yQubmq/NCkTe+9w2MOB+wgMDZbgWs2Hn72JwItDd6E3RvN9BgksFWME5EJKi8hVFujhwDgZzQc+QYgoAycFAKv/nm3ex8FpWfi3X0HLt/C+4R5sCLDGwFcT7bQO+VpvfKfE5Qfu8Wff8OnR/jObyA7juq7scko1Thc5WCtXUVbWahwyYX2uzNQmvZveXubXeNhU5rLhTjwzTt7oqevOT5dt/pdydFkmmP04//4jp1+vykw1pdmzOs3d6u6LDXK9vt1co2e72q3aZXFm2WuzbXfrtPrNA7Ey1fZoa886G69zTye+iLFrON8xw5FjX0cg5WQ7ziNfuyjuy5XvzAyy3mtELKvsQh+7AVcTEkGI/sFq/O8eeb0pDM448/PlucLPoqf0HB+95aXd5h9cOsrbXVksvDoKwpVMcb2Ous2l2NlVo6bJjVWoOf13sIx45ZrZ5BpTW3zLJZTTP9vGfr2OWLl8e6/io8v4LXqdjRGXXgdbF6cr2z6Pr1NNQpfmfuaWfMnBHnoU/yc1mgR690yBva8fTJ0/f9jrjub5+HTEHe3ddAZF7scrmcVK2h3umUF+14CbwDZ5KX355slpP5q9Zk18983E599Ar72PnH2F5nHG07/+xz9oWLf2g/u+X39pS9YdOccCe0vG3TPS9aasqMWSFdau1+oQ4PFna0NEd5/Ja+s+SxUsnaWxst+aRgqpfxcPNE+/Edl9thl/3cdvjlV2zPM461A3/zTfva735kZ/7zIpvYNsWaXeb2QqXroNIQNfTRT0g3c4L6nfolfZtfDQC+Eb/77rvbyiuvHHnwPX++h06cd/NSE8YH4PPBv//97+3YY4+1tdZaK4iYfA8//PAIn9vYWBDMq87vBhrr1OH222+P76HTx3hWY+ONN7aTTz45wgHjlp9R/j97/wFm2ZLddaLreJMnfWb5uq7vbSvTMrQkJCQxokEjIewDgXjCO2HfxwOJGYRwAzMSHx6kwQwyDy+QkNAMTgYEohu1WkitNrevL2/SZx7v9vv/VpzIPJmVpipPZmXV7fOvitx7x947Yq0VK9ZaETv2PiB+iApge2I++5wDn/70p/2nlX/P7/k99q53vcs/uMMHin7bb/ttHpBEnBQvJ4GxQx/jTMHIjY6FQ2UaluPl5WX/2VL2MV44XT7SAOg8dGKcfZwSxSHRidmS6Hjx626878y0L+VzD52Vjs1zvDhavHv3rtPASJJ8rqNO3pl+mPpHQXwnlzpAzr/jLsMig8HnWbf4Tr266cc++vP21R/8FTY/PWfT5Sl7/pnn7Af+5Q/ay59+2Samp2xydsadNbThvCmjVFA4oPL4Ahz1UEear73p5CuvvmLf/4M/YL/v9/0++8qv/EqXw+TUpP35/+0vyNF3rDQRZOjBC8/KB0goWMkfDQz2D8Nh76H3JL+CnKN/Jke8Ugt0gnSxJAYUdKQL9j0/+a/tz33f37B/9JM/bB9fesvuNNfkuGv20WuftJ/49Efsz/z977B/84n/aJXyguhR8KP7SxOTMvLh+94BGrNn0/6Vu64cObacFfs8urjVWrbv+5F/bn/i2/+s/cBP/gd7c+O+rfTrdr26bNc379nPvfpx+9DPftg++crHbbW1qrtEKe12QtbzsAARvUOnefYM6BN84e1P/Ik/4Y7m3/27f+f95YMf/KD9zM/8jP35P//n/bf8DytzGDgm+gdl/O2//bftd//u321//a//de9/J4HTfg+dvg7+1t/6W67H/+E//Ad7/vnn/SePP/axj9mf/tN/2r7+67/ebt26td3Hr1+/vr0gk0AAWqAJmbHPOfT0n/yTf2K/+Tf/ZvsH/+Af+D3QHuknxWDiYWX9ODB26GOcKehQdAyca3Rq/JgGCWC86PiMVEg4bhIdjzQMrosOIRpyOifOA0fOdB/HzARQXxwt/t7f+3vdkGHc3CHKAFEWP9zxKPUfFxi9yHsENMALPxzxLd/yLfbVX/3V9qM/+qOe9973vtcd5e/8nb/TDfiNGzf8Hs5RFkaf+zE0cZYDeWBQAZ+9/Z7v+R77Lb/lt9jf+3t/z+7du7ftODB8tAllRUc8Cg57Dz3lgULG8pDYTfxZvv9R7NSazdiqmvBfffon7Cdf/qhPvU8WSjbZzVjmft2ezczafLpsS5tr9p8/9hH7v//Lj9nt/j2N0zvWxEmpjKyCl568Lj8F20rLkecz1hUNHWYphLbKb2QL9p0/8i/sRz/y30JgudGw3lv37XMnztv7K+dUT8WmRF9vfdO6mzXLi04+7pM1yVnkj+6SjsawXkPjT/3UT7nzpR1/5Ed+xH/jn9H6z//8z7tc/+2//bfuyIZHkQch6h06/f73v9+dH/qGg/ztv/23+7knGcjjh37oh1yPwd//+3/f/vt//+/20Y9+1GccXnjhBfsX/+Jf2N/5O3/H5Yhuo5OAPhJnQBh5Iy/OA/oDff/rvu7r7Du+4zvsH/2jf2Tf8A3f4PnYE3Q5BhNPFNTpxxjjzKHOlagzJYqABzlJohGi55GAnFiizpSo4/mxOrNvZZR23Sfn4XmAckncQzly5J4P5NgTOTE/xzbeo9GKX0f5D1P/KIA2IIPtdAPKl6HxfRmmRE4dz5f8wA/8QKKRk9/z8Y9/PPmcz/kcz//Wb/3WbZoi5Mg9RcADtEMzvP7jf/yPk6/92q9NZPiTf/pP/2nyu37X70pmZ2cTjdgHdwRwPXKJvMZ62Mqo+f5hGJYR90ADbeV0rK4nSVsyr7aSdCaXQG1HlyOFlaSbfCS5l/zi7/qDydW/+VuS6f/9a5KFP/fVyZ/8yP+VfDRZSv5b/1rywb/8e5NLf+lXJlf/2q9NPvt/+/rkj/yrv5rcSDqJSk2akKmyqL3WaSRb/XqypRrWVfpGv+F1rena7/z5H0q+5H//xuQ93/Jrks/5tt+c/Jrv+7bkL37ih5MP6cof7b2afEJ1/UztU8l/fvOnklvNm0lV90siScpySXVNlO6wd2wMyyjqA1t0Ih4P6/eXfdmXJXJOyTd/8zcnd+/e9bxYBjqCTigYc105CtyHbsR60I0Iyqesb/zGb/Tj2D+GEeulbaFp7zVRj0HkgWv26utBOKp88Kt+1a9yOn//7//9231VAbxv/+t//a+JAvlETjxRALQtL/o3ZQ73EYB+kuJ+lAd8/LE/9se8rCiPaEsOa7/HjfEIfYwzhzqhR8+M3tQ5/GctiZyJmslTJ/brGH0QFTMyVmfcftbF1DD3c6902keijAgBkbQMid9DWYxYuRdw3fBom/sBU//UA10PU/8oUMcf7O1MN0MHI23AtKoMi8nh2q/9tb92+6dAX3zxRR9FAUZnjKzhM444uJ/RROQVPjiGJ2YqGG1wHyP8X/frfp2fY8QX5QZiWaMgjsrZIrfh99AnZqZlhrkobZlUeNTAH7WQbVrTPnbr03a7tmL3Nu+brK/98l/85fYbvvBrNTLu2MXUnP3lP/4d1ui1rDeZs1quZ//pIz/l9yJFqYPq6Pkz7m4q8ccDLCqUP7BsKu/Vbljb/vVP/bhtlFK2mulYZmHKvv4bv9G+4r1fqWvbtphe0N+2zZcX7dlnnw2js9U1a9RqVhC9E5Oj/XzuwyDqR9zSnnJSroe//tf/+u2ZLHT02rVrriNXrlzxPvFjP/Zjfu4w0C6UGcunP8RjZrKedPC47Cd/8id9n74CoB/9xxZ86Zd+qV2+fNlntJjNiD+XS1uij7GP0HdA1M+4T1+hHDn27UcfHIPYX58kjB36GGcKDA9Ohk6FI8Mxnzt3zjvLpz71KfsDf+AP+BQzhgfj9Y53vMO+4iu+wv7sn/2zPnWGs8PR4ogwcuxj3AgG4tQ6+1z3VV/1VT4Fx5QkoDPz7PDChQtetka9no9jowzSUfWfFDAS8M42GgyMFdOoGjk7HfCCIwTw++Vf/uX2BV/wBS6nj3zkI05jDGzYB8gV+ZKHY8VAgXiM4UYOGDqMIPfjyEnkjwrqplzaMwYLbEk889fYxrpZ0ZzhBzjC2nS5Xbnzln3y9U/pb8teeP4ZW6gomFJsAvXzqSkr6B8r/1961zvt3to964jUzV7TXr33ulX7TO+Lx0EgltK4Je1LDGXulMUR7uvm2pLd3VqzpXbN0uem7dL7XrIbm0v2Pf/1n9uf/c6/aH/pH/1V+7cf/Un72KrKTPUUdJRscmbScjgBBRUtFtydMqKjxcmgF0wn44iQJwvXYrCJPC9duuTX/Opf/au9bZmafxjQPlEXcFjoDnWchH5T9jAPlA/tUddGxVtvveXO+plnnrHP//zP36YfPY96/IEPfMDr/vEf/3GvG92HPwBt0bFHWUIb+8P9jT7IT80C8rkvOv4nCWOHPsaZgigYw0EnIgKOzuxnf/Zn7Y/+0T9q3/Vd3+Ud57M+67PcedFRicj/yl/5K/7sl2fMPEMkMIiGg07MohZG2nRUOjD30Tnp/JzHAGJQqDuOvLmfUTf3feITn/BVskfVPyrgOzpx6MGQYHTAJz/5ST+GfowVwEFDDwYGQBf4j//xP3o+ZWDQuId74QvAV3SolB8NG9fDN7Jhyz3cH2kYFdB00HvofdWxJbvayKesJ9ve7DbdIGXlqDVutFvX37Ruo2art25be2XN3vfMCzZvU/5Ts32lsk3aO1+UU+u2raNystMl+9jrL1ujz4t91C0vryE6X7cryZ0XePatfYIGVqu/dueGrder1tUFqamy/dy11+xP/pW/ZD/8of9k19qb9h8++RH7P/7Z37c/971/277zh/+J/dz6G9ZIq60w+ApCkpyoDXHTqSE6PZwO7fPTP/3T3mdY9IUOoN/oPv0gOiIcO9fyHPko0O4EXYAt5VEXfeQkZqBOG7yZApAJoD9HmSEP+PnFv/gXO2/oIduo28iIhL5zDzzHkTrXMFuBzqK7yJhAH8RAh0HCk4aT6bVjjDEC6EgAo4QDoFN9+MMfdif1S3/pL/V9Ou4P//AP+2gUx8+inxgxY8DovDgogBNjxEk5OA/AeTovHZfrqQdgvHD+TPNzD86dUTurZd94442Hqn8URMcKMCw4dvKglfqhO9bDdcw2MEIAOHdeuWPm4Od+7ue2gyHyY4AwHABgnJB1dN7UE50/KQYWMf8kAK0YQNqBMjmGrshzWxbIx0WqzvUg0UhYh6Tq5rqVcoysE5spV+zS/Dm5+ZYlnb7lU1nd17fWVs3y6awlqb6lywVbb1WtmJ20la1NZvI1Su9YJtGITOXlZe5yqgzOttoy8Cv3rTRTsU4qsdv37viou1xmJNyzjeqWzV2+YOVnL9jrjVX7T69+zH7m+st2u7pqtURGvy8681B2uoh6GkeKbEnoRJQhOkF7ApwPs1A49qgnh4F24dqI6AwpL05PjwL0L46GcaboIHSTP1zvccEsFnQSIPLYKQI9jjoceaLfYhuGA1vky7XQwnEMOpEx+bGfxOl3QLnwhMN/0jB26GOcOegwIDoWOg4OlQ7zh/7QH/KOhZONxofO9Kf+1J/ajqaJnOlwdNw42uC62AFjwEDnpTNGh8aW6+jk1MV11I+DZBRO/sPUPwqgF7opm33KjnUw80Dd0AOghxkGttCOs2cfQ0UadsLIFIPONZQHGHHBH3XBK2UDRjHRIVAG10ATRpdjyoplD2/j/mFArsPXRiMYj3ltTeGH789OTVtPzrfR0UjRira6sW5N0Umgx2gImkv6V8lXrKH9glx9qdu3mVzBWo261fstq8pRv7V506Ynp6xWrftrezk8e7MjLyW9qOKMEyvny7bVa9tSbdOqrZpdvHTB6qsb9r5zV+3vfvO32z/51r9rX/s/fdDuLt2y0jOLdr27Zf/4P/6Idco5y6RCkJgVC3CBfKOMwd7j+ApYdBDR0Q7L/CDQBsNtRrtwPOzEuR99AOTT5iCe5z72Y99gG2lkf/gxFSDARa+4D8Rt7KdRb0bR/8N4fhTQp6GX5+Q+6yPZRL2NI2pkB1hjAOCD6yI/3B+dPoC/aCtIw/0ExPajDGTDNciCNohlxnZ63Ai1jzHGGQLnRdRMx4jTWF/zNV/jHed7v/d7fXSJU2PaK3YStjhsOhvOnGvJowxAx6IsOlrsZFxDRyOfzsm1HGO8OAcdOEbK/Nqv/Vqn6aj6RwV1gmHjDE3DTiGOIjjHaJctRgoDwkgNAxadBnRFw4PzhH94AnGkTLnR6D0MokE7DghA4nQo5WA8AW3Q64lW7We19V+VE1LpnKUyOTl5jarlqCdE893VVctNTdjkwqxt6t9qddnfAZdrtIquz+t2HBNy4v35S1OXrNrUaKwi/Ugn1ud7tXwiV2VWSkXLpVPGF98aGr1PqMzzVy/b8t37Np8p2J/5HX/InlfQMGlV+zXv+Z/s877gF8mp37Vqpm/JVMl+9uM/Z8t1eJCuqVgW2dFew202fAyYHse5MOWLLtIGyD+eP0y+6Af3xPZHJ2lj7qed2QLamvJob+qiDhw7cuY+ykE+IJYJjeSxJdiLjpsAClBOnMKm3WhL8qLePIz+Q0PUbeqK/REaKHdURBp45xzZUDZyoa/i4IedLO0AqBteYl+OATP5yJmELLkXGuEB+UA7coYPeCI/9jW2sU9SNmVEOT5OjB36GGeKaEToOBiKOLp4z3ve4wtdmOZmkdxv/I2/0Z0rz5XpOBgqOhUdiI5IZyM/djDKwlFzTKKD7WdEqD8anGgMwPve976Hqn9URCOCAYmGEhqjwaYOzmF84BXEkRZ5zBxwnlEWgB/uxfAiEwxe5Il6KI/ykc1J0H8UcAgHvYee7vesKJtabsuhtfnMixykUpIuWFNj34n5RavJ0TckllY2Yy/fuoYbtZnKtE1n1a46qq6sKyBI29SERuQbNR/lawyt0bmCGNW31qnbarvun4Y1OXfL0/4anenvnJz5reU71hYduUTBxXrD3m+L9mI3a59n83ZJFD03OW9Tk5Jtv22v37xmjXbLFsvzol1ENeXMFRzAGwm5koaPkTHtQFDDF93QMdqHICvK4jDE/hH1GedDmQQHlEN/oSwCulgfbY+u4MDis3V0huvQlWHHBW0A54eecD6ew3HhGKmbcmjL6KSgi2vPGsgA2qGNqXcCc3hFHuwjY9oCuUM78oF/9snjGD6QJzNi3Es+sgQ4Z+TH7AWy4jzXUybyZOEttiD2SWRGWyMz8h83xg59jDMFRgTHRMfDEMWIm08tfv/3f7992Zd9mXcc9r/1W7/VP37BIheeGdNp6JwgOutokOh8MQ9EA4sBoPNj8OioJIwT1/IcHTool/r/5b/8l0fWf5LAkETAw/BHbSIfAKMBkFU0uLxWhXEiwRNGjvPIIzoOeEYOgGuQxWkDPhjVQAu0cYzxY9uqiZaO6MOTKw02ShoV6d+7XniX9ZpML09bT474mkbKHcvay0uv2mv3XvNP4d66c9u/frcwt2hba+v2/IXLGrnXbWZi0jpy1P1c0doalTekZ5spOcd8SucV1MipP3vpgl29cMnpKCpAeP7iFY3NE+vcX7VMtW7TfD6m3bdsklIdeZsoFmxezr3TqSkuyFq/q/JEMI6WFDF8jF7RrsgdeaNjyIKAJrbFo4CFmpSHA0In0HOcDc4b+QI+qEKbE5DikAA6w3X0teiY0BvaATrIY0vZ9Mmo21wfnRiAB46Hnd5h4PrYR7kP3imT/FjmKPjsz/5sd6qsN4F++gq8so4AGaDzrIGBXt5WgZbYn5h1oG+zz6t+BFzQB50EA8gzzi5xDfdG+0JAgDzpZ+zHGRL648PI5bQwduhjnDno4IBOQcejY9BZeN3kv/yX/2JvvvmmGyk+U8rI/UMf+pB/OY1OHI0FBpTOiWGKhoqOyTEdk7IxphgSnBngumi4KIc6OcYIYBT4NvZR9Z8EIh3wHp0e9BBUsE890XFHWcEXwLBzDcYKQwUPHGPcCJBI0dDDUzRy8fi0Ac0xSIInDCT1QkNFo2nrKqjgJ2JZPa7roVSuwipy1h948f2Wbch4FqYskZH875/8ebtu9+S8nrG58+ft51Y+aSvNqn/xbVWO65kLV+zd556zXKNj08UJjfTT9hOvfdT+xc/9uP3zX/hR+4GP/IRdW7tr7aTrU/3vWLxovaU1KzQVAmxV7eb9u/bG+m2bkaNfbdXkzgt25+4ta+vcudKkLeRYV5+1spx7q9exF979TulSCEhJ8EcaPo78Y/RpH2Z7oo4OBwEHgXtpT+5Fv5k5YiRK+9L2OCAWg+G4SQQKfNOc8vkUKsErI0X0ACdFWdwT647BB3nRyXJdBNeTj5Nnn7ZjH97IP2t84Rd+ocuIxXH0Ux6PIQfkAzjHGzP0AeQB4BH50FeQD3wQFCDf2G7IBJuBc2bkzpR7nMXgGkCZ2BiAbLiWFPsXdTxujB36GGcKDBUdhM5EZ6EzkIcBJA8nzHNiOtdf/It/0ae8f9Wv+lV+3fd93/dtR8x03AgMJh2SDofzjhFzXAUbp+KoB3ANHRNjSx5l43gwgkfVPyqgHdD5oTM6X2jinXdkw+txr732mhvTSHM0FrwJAAg+ooOGF87HZ//IFV64l2s4hxF7HAYHWuCFYCUaWba+L8fqk+zEZBkFK9okOixoZ0KZn3/pnfbu2eescW/d2o223Vi9Zz/04R+1t2zZbih9z7/5Z7aV7tlGp+3t9OVf8mW2aFM2l5GzalFayv7dR37K/sG/+0H76z/0T+x7f+yH7I21O9ZL9TT+T2xWf7/0xffYs5PzwfFlevavPvKf7a7u3Jov2E/c+Fl77fYNb5f+pkb9/ay989IVK6bCqvprd25aN+k4bzEQJQ0fwzv6SBk4EPgeNvpHAf1AJ3AylIlTIdAFf/Wv/lU/z4Iw6Ketedf6lVde8Tb/Zb/sl/l13IcuoMMg6hj9gb4Q119AH/XE6ygDfSGAoAx0keAgPm6Ct6PANbE+ykIWlEV+7JejgACG/gj47CvyQBbUBS98XIc3U+AFhw7t0VbEgCQ+b48yZkvfiHQzU0Y9yIo+FO/jutjn6F/IB7tDGbRz7NuPE2OHPsaZgo5Gx6ADYADpMIwW6AwYlriQhU4VR+B8UAOHz0cl6EQkDASjVIzED/zAD/j90UDhEL/7u7/b76UzR8MbHRrXACJ7OitlA+4/qv6TALTGzs820oWB5itugOl/DE80otCJscLRv/Od73SHDm0k5IdMMEhxZS/lQj9A5hidxwEMHiNJ2he6AG2AAeXX3HrZlEbfcr7pvmEm+SG4spx6ZdPsudSU/fYP/mpbTMq+Gv7Clcv2Iz/14/Yb/uTvsD/4l/8X+/jqdVvTXamJsi9e+xKlgsICfqGOZ/ItxvuzJduYTNndfNtuJlVrlfmojPSsV7WyZPhNv/I32rl+3pZWV6w2W7Tv+tC/td/wf/0p+wPf/Vfsf/1H32mNSk6j8a7NFyv2m37F19nzkxdsXcY7Ozdlm/2edfrJtpOL7Th8jO7F9qDt2I+OEh08ClxDObQXzgLw1UB+gOTv/t2/a3/5L/9lzwN8SOZ3/I7f4XXwHXYCVJxQLOPbvu3b/HsGrAdh7QWBAH2M4BW9oe+gY4DpaPoFARl6xAiV8+zjMDkXg8uzBH2FH1Chr/6Nv/E37B/+w3/oPMDPyy+/7F+Pg39+r4EPSHEdsmREzvffeYX1m77pm7ws2gSeaDsQnTpb+g6yhHeCI/ZpU3QbIEPykDP5ILbX48TYoY9xpqDz0GEwPhgMOgbG/4//8T/uP11I5+SYDkVnYoHVD/7gD3rHwzhhJGNUHT++8p3f+Z3bH5wAPO/mJyGph2sxeHQ+7qVjM1qio3MeA0dd3/zN3+zPzY+q/ySAAcAQgGFHC09/+A//Yc/7S3/pL/kva0VHAX+8Use9X/zFX+zvo0N7HD3w4RsCj2//9m93HnGg0YlwDWXGOk8T0QjixJEvx7SzGz0dJ9m0XHLgmb85OXTCmZTky0j9V37WV9o3fMXX2NXUjC194rplql27On9Jw0yNGKsdKypGec/EVfumX/3/tvcWntO4XnfDVynn76lv3V+z1GbLJvs5K/YyChiYOk5ZMVOw87k5e7F41X7713y9fcGVd1uh2bdSoWyvKFC7du++ZbIFK7fzttgt2//8/l9iv/Zzv0YOru7t0pU+tDQ6B8idFDF8jPFn9gBZ42TgO24fRv7Uhby4lnsYTfMluN/0m36TO1t+HpQ+w/NyvhyII+YDSOgvbQwd6DuyJwBlWpr7oIvyCGLjKJNPyqJHlIdu/82/+Te9foLJ5557zvN5Zk0gST8gMDkK6BplAOqNwQ35DxPQHAUc7q/5Nb/G7QUO9A/+wT/oj8UI7tnCL2+sMLsWgxNkSX/ALtA34swdfRybEAN6ZuNw+MiQoJlfX8NWMBOAvJm5YE0DX57kPuSDnIfb7LFDlY4xxplC0f9gL/xgipxW8it+xa+gN/iPKqhTJV/0RV+UfOmXfmkix+D5v/W3/tZdPz7Bjy6Q3vGOd/iPInDN+9///uTq1au+L8eYyEgl6pzJv//3/35wV/jBCHVK/+GHT3/60/4jDDLAyVd91Vc9Uv3HBfUDygRyeLt+NAJZfMd3fIf/cArXyEglL774ov8wCse/5Jf8kkQGya+VgUxk0H3/j/yRP+LnP/jBDz7wAxTg1Vdf9TIXFhaS6enpRMYwkVHyxD55nPvQhz7kP5IDTaQIGUe/9mEAHZG/CBl133b7nYSfs7BsKlmv11VHT5ni+96qLlI9Oneru5n82PWfT779//ne5Bu+448nH/zm35583Z/7A8lv++v/a/I3fvSfJa8ma8lbSS25rxtv19aTVtJL6tpf1t6f+cf/Z/LFv+83JL/8T/yu5Jf+/t+Y/My1lwc/ztJLGkknuZNU/f4f3Xw1+Wsf+eHkt/39P5981Z/+Pckv/ZO/I/mf/+w3JX/iB78r+fdrn/IfaVnV9XLiSafXTvLlUrJRqx752yxyINtbUuQbPYugzQHyjfnIHJ1EzhHoSmwDOdREI/LkAx/4QCLn5PrweZ/3eYlGqcmNGzf8GoBORB37lm/5Fm+Hr/u6r/Nj9CLSp6A1kYPzto/ttTdRh5xW8t3f/d1+D2UP08c1ANoBvA7zGengvljvoyCWTz8H0EwC8PJDP/RD/kMt0KjAIXn22WcTBTxOR5QxiPfxYyuU+Q3f8A3bco30cs+HP/xh5/mwxP1y6LvaLvL3sP3jJDF26GOcOaIBALFjaVTgjgwjdeXKFe84JBzY933f97nTBXS86MSARs/J13/917tj5/r3ve99iSJqP4chI49fpAIYIzqfIu1Eo41EEbnngx/5kR9Jvu3bvu3I+kcFNMAzZWMEoAdgHOI+xuj7v//7nX4CDK7VSCn5C3/hL2zTQVAUnQXX/+7f/bvdqPHLXJR18+ZNP0cQgsGHV8qBb40oto0TiX3yOPfDP/zD278+hRFE1mtra37MtUeBazGwXAt9y8vLnq+RYdLudtwpktLZTLK2se5OvNOSYdR2ayP8MltHB7gNfvfqTr+evNFaT97U0d2krb9dnRf/7YZfc7e6LtceroXqa5vLvk8e57b6bXf2K1sbyc21JXf6Kypf4UNyUyW82llPXmmvab+lACFJbvRr/utt97p1r4tAYEv0+jwA4g4iPxTIH5nioOMxQJ60fWy36ByjQ7h48eK2DoC9TjA6M0AZnI+JOqIDpVwCZRAdWzzHtcM0XL9+fVedIPZJcPv27e3zUQ8A5Q/rA+eGA5WISDPXEngfBXSPe9DvKD/Kg7+9tA/LICLWHfUOoHtxSznoNNuo59yPfPbKYT/EujW6d365N9qVh+kfJw3//UNVPMYYZwYpv09RsQXsqxP7PtNXcWpPnXN7SgvwXI/FKjynZMqeKTOmvZh2ZDpMndTvZXqQZ+Aco+5M/8Zp6OFygDr19tSZOqZPWx5V/yiQQfAtdcT6SDIoXg9yoA4ZCp/ui1O5UWbcD01MnTKNGsExU93xOiCD47xTbqQ9ypwyhhHNAveyz3VcE9uG6U2OH8Z8UC88Md1KG/F4A8ihWyYb1gRMlEvWqDfEWHi3flHt2VF79RVjpDJpU4TBnj9n72mPD88o1yZ453xr00oV7aWyttWsWqFYsm6/q9SziWzZ1qprNlWZ0t2UYJazrNpZ8pmasVqvZYnKT+kf77jDTWgR8a7janPL5oq0cU/1bNlkvmglJT5O06w3LVMshGcEhwC9Qe7IgHbkmCla2jjmk0dCrmxpa/SQa2L7kU97cy+J+5jOR67oBceANontGfsAiG0Y2w19oz4AXZTFFDP71MO9nOexE/cwFQ1d0ENdJMqIU/axXO6ljFgv+7HPwA/0ci33R/07ClxHGVHfogxBrBNQbqSda9Bx+jQ0QneUJToJHVFmgNXscREpgLd4/UGgbvoD5ZPod9CJjrOF98eJsUMf44lBNBY4GxxyBJ05diw6GZ2GzjjcWWMnBNEIkhfVm44eQR51YATZ5zqMAK++4PiHrwWH1T8qYtnRGIJhmlk9Gx01Roo8EvRCNwaD66Nx45jrotHnOD7/j0EM5zFC5B0FykbGGKgogxgwDdN8EDjPdQBaaBvowpFtyBFr6GrZfM6mSmXxpGuV0AMZptCmqpMX2hqdtrVw0rK/OGBedcPhTvICmhx3Op0xfn2t2WlZMVeydl8ySOes1gxBTD7FM/WetdR+vKJ2YfG8vf7G6/bcC897gADYkggEcAbQ22o07dz8ghV0f18BCIvzUqm0zU1UbFVy9Qf/hzj02L5sAQ4EeUSHRFtE3Y36j7xpJ96u2PsDQMiTeykjtjmAVhAdJ4h1oK/Ujx7htHjnOjpWnHVcP4JDJzAedtLD7QciP1xDneghTp96uY7rY9AW9TXSGcvlHtIwrQcBWVBGDLJj+ZEm6In17wfOcw/nuQ/a4Zs8aEC+OHHOIXMcPeeijj4qsCEsvgOR3seJsUMf40wROxYdLRo3Fv6wupzOiJHDCHJ+2IBxD8YoOlXuJY9OREeMxgxQRjSC1EeHpjyup2w6c8zjOhwfBgRDgeN7mPpHRaQNI0mCd/KioaQ+9qEDQCfXkMf1GMp4Txx1MNKNxgoDSxkYLMqAN+QSjRZ1R1NAGaS9oLwoB+5nP95zGKiD9hm+FuNewLhrn9yFuVlf6Hf10hU/35bD2eafelgRr3yuJ7EPhXzhLSsH2+1p5Cv+83nVlYTf8q5MTVpJzr3RaVhZ21pty6YmJt0HN5rKYyTf7viHaZAZZUJLpClKYGNjzRfbzTDKF03XXnnNvvgDX2RvvPWmlWbV/g+Kahu0CXJiC6iHMob1MzpXQBvRnvQDruM+UtRBgBy5jmOcNdciY47JB1EHrl+/7gu4aPc4u0NbcG0sj/rYRx8oi/qQO/eQF4PrYUcPuI/rqBNa0TV0JDq1vXwex6ED+iBl4XApe78+F/kGyCfKDbmyhY5I+17+kSHBLWW4XkqWyC/ydRgIuLk3ypv7qZOFdiws3BuQnTbGDn2MMwXqFw0KnY7OFA0c+XSo2PHoLHH0HaNyOicGg+uiwaAcjunIRPh0uGhUcMJxehLjQxkYCBxA7NTxWowZ5w+rf1RgTCiHL1vxClpcYQsiP9CEnOAJfuEP+eytn+ujw46jb+6FV85hrKPhGR75U3asA1AP10WZ7lcfr8Oxup7HGYeB+zH0yA3ZxyCJ/OnZGY2G+7a2sW4vPve85/U7g3eWMzmvr95qWFoOm1E5P9yS6PrtUfHA+3Ie+vPFgpUVuKyvrGiomrE5OaJVjTpVkLxPz3LSrY7qAF4m92jEDa+JymtL3/q+lOBBzM3OufOvVxXElQkKNKJdXhKhGl0fbvO39Zp60GmO0bGo5+gobTPsLJERHxZi1EybR9AmEezDN3Kizdmn7HiOfEbccRX3MKgLeUMXeg5tse9BG/SgS9HBk/Yi3htBmegDukc56Ficwo+6E3mOOrZfucPgPLzRV+kj3Ie8APVRNtdE3eVab8+BTpO4h2PoYsvs3DB4BZDV8PAKkBmvo1EO9x6GaCuQZZQpYBYEWUDf48TYoY9x5oidNo4QUEk6Ep2RToUR4BhDADBwHMfOxDH30VFxGHT44Sl77qej4SypJxpV7mEfw8S9lE8e92PMmH6HlqPqHxUYE14XojzqjSDQYHQdjV40hJH+KKfYhTEokSacJyB4oUwMKvdRJrwyA8E10fjFMiIol4QRJNjZi1ju3vv2Q3xEgWwpM7Y3z8fv+WzMOTnmwGNWDrYhZ1Yqla0nfciobeR5dbrnzp931zM5OQc5ZBBCrdAm6AtOHz2anZn1KfWXXnxR+QoaNYLHwD5z5arzM1WZ9Gn9jAIHB3ZbyflRHSI05A+A8++0FDyKbn6tjccOi9KPeN9hOMyhg6hXnENWyIZgC0fMu+IR8AcoB0Ar8gSRf9o5Os8I2pn2jhjWGe5hnzoBsoO+qGsk+k6kEXBMHdxLmwLuiXzCA/fFNSrwdVyHPtzXCCIJENinbuoDUa8AdUU5RDkBeIQ3ttzPefapn4CTkT/Xo9NsH2XmDZ5IkV90gxmxYboeF8YOfYwzBR0Qpceg0EHpjBiFaATocHSw/TpGvGY/B0s55DPSiR0tGhPOYeTotFxDGdEIYKyoE4eFASDvqPpHAVNy8RfTSAQkIE4DUgf1k+iqBBvICoMBoB/DwTlohP44UmALX1zP+XgNfAHkfBSQGTwiW+6P5SHXSOthwEDGqV4QjyknJZ5wUbfv3LZLFy74qJnn2/CTU+o1Bw4dyFGL+EEKQaDrhg6gr9Ha7XTu371n73jpRf+RFgxcIifcU9CAvHEKPBtnyt+YEdA5ggsW36VoT5XPPfHZOrJMVFdlouK+u7q5ZRUCIrXF5PThv6gFjciLLYi6RFsj07jlMRNON7YZ7R+f6cJXbH8QdZHraMvooCJctrqGFB+70I7oCqPPqANRJ6CNLX2COtE5EPWOa9EVaIE+znMM7QSH3BP7E2VRPvfBA20d++WwTpIetu9QR3Sw8AA9wwHKXrkA6CBRB/TGPkKCtih3+KBMwLnh/vYwOh77H/fRzsiZY+qNcnucGDv0McZ4GyAavWhgAEaW56cYGQwOKXZ3DFq87rQRDe2wqfF95Ycxp5zHYPvAjLec7TZ27PU2KIfAoCpecbJd8YUhnpIscjKqjMK7jPBVDqvmCRRWNYJiOp5rh51KovJJkaa9pIBhEqCZgOIw4FQOc+iPC5EO6qbd0RNkR350wMM4KP9RMcznsEOnbug5bVAX9UbHzGMA+I9BJfRwjv6DA459YviR1NOE0VprjDHGOHPguDFQODKMJ8YJg8koJo6SMNA8j8VIR+P+OED9cTQFTUxHAmYaeoyG/GgIe/0jx4f4THgBzFgwLY4Dx5ln0ykd9xQP8HqbWRGngiNRwmhTd1Z50YkPO3MceXTmHA8naiNxPm4PA3IeHg0OO3MCrccB2h1Qd1x9zqiakT/04bR5DEE+OoRji/mjAj67kjXAecIz5RJIPQ4dpC54AtGB0x+QCfzTFjHQiKNp+MeZ04+eNowd+hhjPMXAQeIwMZCMNDBGjNQx0Bhwpu2jU+XHXkAceTHNe9qgfp5dY1SpNxpNaMTBgyOdOtgvT3CnrH/w7YGKnPWmRldz07OWz8iJZvN+K04cnrmOkXytUfeV7jjx3iBFZx7BcQT5w2n43JMM1mAwzR6dJzLgDRL0A0eGbgAcPDJCh3DApBgsPc3gMQGPHOAFfcOJwxv8EsBwDp1gH0fPFh1FZ+M0/9OE8ZT7GGM8xaD78pwUA4VxZjEgBovRCA6cqUOMGs4Ug8UzZEYlj8tYQR91A+hihBZHq4zSGU0PI1w5hL7ctTKZit9vS5nwR+AQvG1i2YxGgKmM9ZKeygsl5lUfo7A3r13z597QUZRxj8/Jw9+DsZ8DJxDhdbZQw/6IsyHROeJQkcfwVPRpgsVeOHDkjYziDEkMcKCDBE3oCuA6jtEhrhkFw3we9xn6KMBBx3pw0qyfQCfpC8MzBNBDPjSypb1IcQr+acF4hD7GGE8xMLwYTIwTo3CMECMODBev3uDsAD9UwWgNQ4Yz5wMjjwPQhzNhi2GFRox6nEnAGQ4n98nDSZmHJUboLGZjCpXp9J4cyNTklL8Hnda/hfkFlRNG8Osb6zY5NeUBEM683dt5pUhFHZow/XtTPPckI37khDbAmdP+7OPoGK3isGgbZlCYZo7PjQm2RnXmTwLgj7aHF94YiEEKTpu+QeKYAI/r+BEaQD96HAHHSWM8Qh9jjKcYGGKmSTHQII4oonOPI+I4UmJLl2dLEHDaRpsRz0HvoTMS3Fv/XmOEM2Z0zFVxG8HxjRs33GkVc3m7p9HoO198yeq1qjvabDrrn4Dt9Bi1pzRKL1q5MmE3b9/y1+WuXL7i5YPhcg94FX1f4AyPArLGicJrt/vge+inDWikrQmkYoCHDkTayWd2BxoBNMZ7TgKUF51j5JnykQc6epqgbupA5whmkD16Rz56iRwIdNjSJuQD6EQuTxtOtzePMcYYpwqMY1y5y8gz5jEaj6MtDHN04gBjiuE6bWcOMIoH/R66OxQfhnv2LuCsY+L08DYm8MzVZ5y3tfU1d+zUA3DivKZWKYfX+7qd8BgiTjnjzO/cveMGkIQTJ6VVcNz3xPF+aXB+P9qfVKATAMdG+zMipX0IrmJAyBQ9zhededxfOTsNoOPoG32BPgK/MaDgvXb0IfaD2D8A10VdepowduhjjPEUA8OMsWJEwTQ7iKNfvjyH8eIYDBss8uNo7TRBHdCCUcWIcoyzwLm6Qz8Aw4YpXrXf1e1OcER8SIbyOj1+lCWxZl31yDE12y2rbm5YTfJhH+dfGoy84joCd8ynBEaHcWYEBxpHghzHAOc0gUyoc9g54axw7jg49IbzvN7Iqu4YBLJoju8jjAr4jKNz9BCeaXvyT3t0DpA5IFBhnxmiuCAQWtBL+I8r2tmPuhlnLJ4mjKfcxxjjKUf8eAjAEDHawmlgMHlNCeNFN2fKGyOGgeU6goGTmlY9DNQFhk0N+zH/IDyKYYolwbMHDN2dBU3Ig++1x3Mglr0vBcep+ADEOqPzYjQI3zg02uhxIdY33BbD8jgtDPOJHhJM4DCp/3Ho3lGgLyCHqJuRXmh8HDNYJ43xCH2MMZ5yYCQBBpORFwaJUUjMcwcnA8Vz9WjQue5xGNTD3kOPzysPApQ+TFLB/N2FRCeG0wPQPftlOzjxsOkIIOPoJOIsRTxmdPx2B3zGdkZP4RlHGaf1xzhZjB36GGM85YgLzXDiPB/FWcap0/iJWJwpxhTHzjN3rmPEftpguv2o99DHGGOMk8HYoY8xxlOM+NoNTp1n6HFRE84Tx44DJ/H8kKlFRkw4+5dffnl75HyawGkTPDDVz0iN4/gI4GlcdPSoiDJnVH4Wz9DPGvB5ls/QP9MwduhjjPEUA2eJgQQ4TFZ6MwrGWcaRe/zcJ9voRPl1t8cx5RtH5Wwx7HvfQx9jjDFODmOHPsYYTzlw1jhnptzjAh9G7jjSuLAnTr3j9OPrbY9jyp1RGSNS6IjBBFtSDETezhg/Q9//GTr542foJ4+xQx9jjKcYvG7DyJepTL7ZzSI0juM3qjGiOG7ycK78JjznWJzG9acN6j/0PfQxxhjjxDB26GOM8RTDP58qx8jInMVuOEqcPHlxVMyWkVGc6ga80sVI8bRx3PfQ3y4YP0MfP0N/nBg79DHGeMqBgySx2A0nGZ9Nx2lNDGh0HnEKnmfvnD9tUA80RefNMThJZ36csk6y/icdBBGkvdgv73HhM0n+jxNjhz7GGGOcGkZ5D/1hcRzH9LicGQEVo1GCp/Ez9PF76KeNsUMfY4wxTg3j99DHGOPxYezQxxhjjFMDTnv8Hvr4GToYP0M/fYwd+hhjjHFqiKNythj28XvoY4xxehg79DHGGOPUMH4PffwMffwe+uPD2KGPMcYYp4bxe+hjjPH4kA7LUhQpJyRFUp76/guCxFUxbS9f8R3O963nyTyRvX3NADFvOAUQmcd0fFBerD9UMOBD5Q6f267XrwmbXXxtX7AXlDUsBdJoNJ88Ar8P0hroHLC8KwWEe6KMopzC+XAvGL5v5zyIdY6I3YXuqsezH8iIiDq4Q/9JpV1VbR9EfnfL5iTwUOXEi/a9ONJ00DbioPwhDJXPLukBmYAHMvbHke+hD5XB7n5tsY1YZ0zbOIjvR9k+mNCvqGMPVPsADfvj1J+h7yVs+HiQUmInC0vaZ0wcwqgBn8PX7ofh83uuG9o9EPD5WJ6h76Uxpr3wvAHfLoMhKC8zuM8d43Dai4PyzxipZtJNcknP0q2O+EPAYjKTs7Y6YNuy7hpQgqKIRylScvhJWg0ijnuuGvntXxLkukGE4EBcHPaDBvl0AAJLm+pSnSGT3yw+3kQBJTCJR5lllKMPtV6BtcRDNyXDoZycsopDbdcRPVu6Btp4ipfts5cKP7XIBalE/2VwvAaV6UECgE6UMyeeAlPpAW9nA9HlbQbV0Dig02nKisaMOAgyiKCNMpJ9CvmLh2Yq51zGjs4dab8jtElfW35oMuZwTZprokxUR7z2keFku8RVRN/1hFITlZeiJp3KKEPNsQPaTRlJSgZBh11lDJ/eCy/nQAzqEWIZHJHQKZK0QiehKlCGzCyFhCRX7Ua5HRfBZexIMPK6i+cD4Pqqdkyw2F7Cg9tcruDk96Un9NhOp2f5XNZ6knsmLeopRNipTxdTrvZ62kbtSqk8Sszo+m1jB8g8QgBxJI4zi2A/tHHI66sc6mKQEK/irowqcA1D2Du3B3ABeuN30paJdXt9y2bSvs3nw4r6druhvLzyZNG0RQ5cj+Yk4se1e7hsqlIK9HCKsgOcHl2bGjZq8eQ+wGkRwETnxXTz8LT7SIBmmjoCOiIfbElMd2dksyQDCcTKhWDT2/12aIMEHRAT8CG4TikF+0fGUCJjcJ5E1Rn98+sOwDCfOHRmbHDo1H0SU+5oC7rr+kuKbTmg1enVJvA0uI5rUDj1m6z8HH0hwY7CULMt8y6f1NVBVvR5f6ccv3EIXCxg/zj/hGDH/3qvhynlMEoXwZCMGg5IF0/a84YOuRKDtrGEwb4Yfyj+MEJuiGLpj45YO4bHlRLj4DSqVJUdupAO/bxSrG6IQHcH3BNL84bTcYq7kQNbJQ9ASKGQB9r3rBDpPTAFQiO5O+559zkS53BVGMadNg5XgnBHLOmEECsfINa3q5bhTD+BbpJBuIFrlXE4IHH+sARiXcNVeHK90R8/iFcFRHs+CoZLDJQM6nwUKKLEQRyUjoKzt+uygWUfQpSHSzxeu1scB+Kw99B7Q++hh9YcqmfP/kFwbd3TNg8D7nHtlp3Y5n+7U+8ub3DlsfDYn6Ef1OTYR+HB0zvtPawLvh9298VhbTIM+Ow+zvfQ9zQhm2GeDpTPLjzYB0As50mGU+68E61r5BEScRcGsTcYjzKKVRO6ow+GHqeQksPLarRNyilJdRUhdNQv2GJMg/zYekVAnSYIJuZun3lkxPYhYg6ItQXE857jLctO4AV6s9bUefE0CCwiTzgzd3ox4GBLQdsIx7uyzgwQIg4hJiYHDovxeXfQjol4xlHThggi8Kaxmudvtx+8q52DLILzD44+pFg8bXjaCk677VcFeZxj7kHjTyuIlQNTT+cPSgrS8q4HzEqEuRfK9jpjxTGDqZiBg0R6yGJboU4ArqMDRNkOp5gftzGlJIUHw5jhFHRjdxizk0KYqlYWb6SEpPwEndKWxOh8ULXD6RjOOASHvYce3WTkK4CRc/gXZwVIzMq4w9W1HrsrxeCi7zMmD6ZAI3wN8va5jpYnwS+8e1+KlSh/P/4dkZ4nBZCs5BMZO6Qr6c/2Nm0d8ccAyGWRksbDmHSbe+OMTLDwQzrAlutiEjjzxMHpG9ALvwMeYhuT4Nv5Gsij59dLZnCk/b7ncytbndAm6Fqwhju66heF3ScIqapCVeKkYpspd1lAIDo7+ZS1ZRAw60wzlXra4zzOTeP6JozqLAbV2RrWbdcoSmXalw7luQNwPQ5D4uEelOqYgkHx2ko49DxTJE6fclV1W9Ef4QZVe1DCZ6udPTm0bM9amZY3cIlHBpJAJD80GBcGZ0byY3ii8f1a3GPgi7LPCtCMDBg1QycmCrlGxNxh+boZ256R0N8Bvzt8cjwAyi8Ow6OV3WUActGO47af1yXH6siEKXf4oTyNL336KD0gy691Msjs6tpB+/RV/24F243DRm8ooG5HBjg/N2JeSTjlkvPb+TMghGv9+sBzmBA+Po4a+0EH9cXtXuzjanYhk8mpW4T3v0k+5Z5Xm0ru6UwI7+AMbihpZ8oOsQbNCvwHxHYhF5oGYjgQ1BlnCroaqTFCi6NVRumT01NeP0XFLXBahrfbJAxpuDJTEkrCrKF0lWq6sgPZrCyMtvDJ3e1200eE1M82yEIXi5HgvJjloRZt3XYxakfLaZ1wHBGDDOgJ/AfeDsKpTrmDAWmwAznDXYF26g8eQbRbqq+Qs0yW8D2xdk86wTXhUs8DkVPnUSkOloJ9CCCL+sBR+n/QlDspPlsfBbH/bLfHEJhVx7LxsClwExB5A7l8HiFZp8vgR/S2u6KX/iFrILmBXTJVWbvqOqL9HzdSKwOHXlJ75aRzkNdTRku8xLEc5xntxMYlksOhYw4qGuX6dLSfCwIId7CvrTsFFCC6Af4GNwMGT8jCwSOCcjv6A10ZNUBw6MqUc+jwHE3l0gGzOp/ddugtnW9ZP9canJ9RNjQEUOZuxJzdDUcuOYw3dp95fMBESPoDJxikCC1xux9ifmgdmauEaT/WNGjDSd8O2sMNMcHLjqPbi1Haz+vyNQAC+qFiaKJAikIF7fiTDzIcZOgKefnEPY9o6uUe6Mi7sD/ZAX6j9MFnYuABPsPINiLcHitAv1yJtjFSQCO4czmAxkjV8HYYTnFXN+89MYSyHGdfmt6UI3c2Oro4rzuRq+xsR7v0c0ggUaZvByw/GCuFE1wXtg9c8ABw3vzEK7xGYNwLMu4YW3IjC7HcWOr2sS5CTlwXS3HJx2ElN5BgBj+hbakUHHqjoV4iJx+ei2pLASQV0FHCtQU+aPmwDYUNbyMCpTv87+jKfjhthx5luiObYder+hXsZNW3Wr52ImPFnCyW7ml2234dfAxzB+CYXM6x79vtiwh2do5TvobmYJy6Qx8iPtC9ww+6y36Qy24+47WlQpFGslYXByFdUP/I5dLyK/IK0Q4OwJHbpHDoGMSqTwyYWHACaaSeDjCq3mDKo6kYt7D16wZSYcN58hw+4gNsOTM4dmvM+I6E+4zjAXJ9rKiytkt5ZFBTVkSlnTCV448NAtV0TFxR6NIRXBe2aQUhWaclxHgxRbA/TH3YDyleR/1niUgzXOzQu3MMoHE4gXgt0WtYOzFoF064EisfTfXRCkchzg0XhJKD5EZrv4MQR4FeF2070CN3ptsOlZGadEhkorcHJQ8SDkjouYoRAjek2NpxHMjfnmQR0jC/nAnXjApncaioSA1gy6m4HU4Pj0jz0diuz+WiO3XAwkRSdPJgr54dBIw4Bh1H9sB76NK9Qcs6oJJqvQdTr1KUzY7DAuzFdBgi33u3exFaG2cILWxDPYNZIlXuiwE9L+Bh+X8cz9Bdj7cROOEflo21RC4pXzwocO3Q9YGHEFSxF07tcMUe13jcpLS7rqMBn919nqGTf9LP0CONbhOgdZAPIJsEnB8lPw9DA6Y4dpuhLWUE2QQMtz15w2U/SUgrXjJenmAleIw+UGImZvLW0LmGFTWKYwSMLfVz2rI2ncnYwJnYxRH4ij+50PhsxkFjdtUpO8rCjaM8wZlzNBpUCs97/dk+oFIl0RKdUNhGaC8hWoRO3AbBSni+DC95Tx1PrP0mH5WDShL7BAgkzpN2yn78oG5oYZZgh669dKodFZH782JPIcgJfNF4pGEOKYGVwEr+OCSAunbH/iJLOcsAAP/0SURBVCeEUPCQodjeGdRH20rPtp26nxB9tBij+sS66Z7S/tuOvEFH9+637XlwIL6TyCfHMXjRvq6JUT45cfSDBge94mg0qIoDEVsn1PkgvPbYbAekrq4ixSbu8QzD91WitoiTwx2pDzCoEPoGIt++NtDk7kJ7hwMjftB76OF5fSwnyBMbBImsImc6nfrRjZ369iQucH5C4g2cuI28D+ftvlZbIfIOXyTaOmKbf7aDqrgm0HP22Ok3WNSBDAfboJ8Dh+4yFLh+wAeyjtzQElyPTQiDuHBvvCImrogCTEUBPgGI/TSmCNgd7hIc76J6wCZ5nAPx/iATvFXY7jyYDdh99GQglfTWRFdRTCkNOEJJUimeTjOdLoPal8HrM1UTFrQgmX6G82LWe5xY9s4ZHDUIyiWHx/0YTriXo+27IcaNIt4dB3Q8qNy+6ECxEoUYXkdIidNHa2Gs5ZqZVea8UiqjLpvdcvrM+DlHjef95KB1HeH5fxjHB8HAGZQzug+ORkiF0OZsAA1MumPqckqoXs6pZVTBwkS/Zps3cSCeQjswhyFFTfh9bJ2T8977mlvkNwZGIKo3zpQxC6UE6RwHKnMw5U7w4CZlUFhGNHud3nBslTkIGrm2Kz6gKPylDG70i3Zt2dsvny38MY/jW9UR9CECWgg6gzxCOUEergMuV2Wk1G+8hGNiMGdIn4vGebg+9iNiLYPLHEdJP8urN305Nl7N0T9Gh/mcQlfJPZdW6w3qj2tdYr1geITs0Hmu6SmD18uoOe8acDB47zz+ZCqIx/7qkkZqbS8p9CBsQdqnTrgylOpde1Af0iA3aGAAZrYnwTHy5V+317VsRvqhbZHno0KzzetqIY+tSwL90j30k8j37tYP/MdBToD6meiBluAmI/8Ht/9pTrkHmvkbAiHvCxxKXq5P2m2j1+ovrZ7aPVO0Eq9k9XReo2Y46CnojXJ1hxfYcqaD/nN2hz/2/Drqo4IjniE/rin32IaQD41Q5TErmYNrAHLp6oJ4XYUhrex5p9/xc41u2/Kst+hLV9Q/3KO5EnI3d1BX0Bngsgi7TwRkl9ZE4Zb1N9esX+tbR/4BApNO2/rNms6pSRM5RzXAtmHVJq18GlTdxu7pso1ezpY7GY3nU7YlbjfaidXa6rRxlOdcB3cAEChpNKgENDBqYZSstig3iQUznF2pmt1XWpL/asrIVa1iyw2ibHVIHJ4a1KT0pk4fnEyYP2BZXXVjU4cqRzLxBWXtull9XQWpQHXU4WeDjxeiV21n9Tv6/5porcso8vWAnrVryue5EBrvQVlM4k1tGZy9DKCCtJaVrabApCpZ6C5PTI4yIbjWoOPrXK1ptSqtK3lUq/qbkdIjpxHhlmGwvxfImtaD7p50UL1zc6tqzW4Yq21WW96hCGXCSv0Ht5j0MN/w4DalKzY7KVtupqxNMENwJn1dXV31NiVkeZA0aTCic7myMxqGdSe4pJ0aMdYctzotiYKgSn1rc1Pi4M0FtUNtU63dVfu1D0yZSRlTdcG2dKXDtWn2ulbt1SRHtbJ0o7m8pP7ct83lFdf5zc0aau0Gzo02YKs0LA+yaIfDcNTvoff0j3E0CLwrudXVRn2OxUlIoVqr6rq+NRs1tyHV5fvqhjXPu7N+V5fLKOvvZmfLVptrrF3d9sjsk8c5ruFa7qF2+nMifqsrq9IGsxs3bqnEgBbrDSIGcojqOjg8c7TaDekCwYkoYmGzghd32Bsblm41LVWvWkF85qUzOQ1+pvI5n6lTlqV1bU42LdttWlb7qZbubUnwpHbX0nLGhD/ra8uSCRynrKky7y0taU96ybdLjonY/qOCeGJD9pnSurLfW+oTPZyxjjtVOSbx4fw0wxYec0pZOe6seJ9T0FdC2XRdSvLLiD/sZ1/6ltS3JMOudVblI3VPXf0DGaxKV56U9t+LtMImu//am5aenrV+JW01SeJ10b3Um7Bu6aIMQUWdYNo6qZL2027kJSarJSXblKrclYNcl3ncUqdZkVzuS1HuKyjosMI0X9S9mAgiHEQQxHAyTTkARh+HThUqmLSdLzVsNTv26hv3rThrVphTuxTM3tgQrT3RV1q0NXXjdY3uqxqp15OKItpJa/cnrdkrWbWfs1Xx0ypOWTOTFr95d5lbHRn+8rwKnFQdJ8rNo0Hi3Lx+TSSkrXLhoi3dXbMN2eiNTtZquUlrSFnr/bw1emVr98SbtvV+UQFXztYUdMHbKluJiv0VbVdUJnM2q0obiLBYsDsrmzLEM5YdjHji1KmvFD4RBL1waNej6gH6LWlcTo2bVV36nyuWLKPjW1KyfLlgm720gsmCB5T7bbcStZeClv22CtOsKSteU9qQ7i4pPrt5Z9Xm5s953bfv3PTWjVwOkSUM9HpExLK3HacwXA8Oq6hRlTtFHRc02slnc7Zyf8nK2bwVk46VDkn9jZZdmJ+yzuaKG64JgrDmps3lslbCGnYUkpfLMvAdm1AfvnPzus1MTfho6v59OcZI4BD2yToQh/4euhxMmNcbSBIbgc4NBMDKdXa7ckCMiBJFGRXp3p033rBJ6UFB+phVQJJrNqy1seR8LWoECG8rt960K+fnPLFPHue4hmu5J4tjW5Yj16h9dmLStmSwX7h6WQFrzRoy7qms6o/MDjeKiHxYGZzuM/S+r+CHuLtvyQ7gzCFU5fuHeISCdGf51VesKPuVob56wxYYZKndra57JYeUnBh+wBoy5vS3FtsQHNy7ddMWZmdtY2vNlteXLS05nlsM/cNnHXbJ5UHAZ3efZ+iMzk/qGXqxEGYAkG1R9BVU/tKd21bggzpNRnAk+INPyUj7GaWUUr+1Ze+YlC1fWxUvXSvQPzbWrJzLSC9UrgZFubKCUAVJZQX96zckj/k5FdmSDbrn9T5JSCWdteTqS19oN29LuH15vYWrcsTa79xXg6vzFSUUnjH2p3Q5hlz7TMenZQ55rplmKl7dsTJtGsqqBXUvkX9BLX3/dY3q7sjotNRhUTZ6q8ZNqZxGD6ERcBHHb1YpCqu01ZB9OWOffpEeU55iev3VSE6Bx5WXvtju3OJyGZb5RTlj0du9o4ZTI05dDPQzdd9Xw9OgvhZAia/YseQfniviXQptaSlFW7zz9GH1loLiDV+Yd1IR56NBnS7ReFqG7+U3lu3zv/xXWiOldqoiCNErg++Wh+AG48W+rkVe4VGB8vviB6TEkNrF1z94vmSRSIbrN23iXMVuvPw/bLbC2LZn9+4uWWVm3kpy9hji43MOXegFYDwdprdjmTJ9+qMRZbNqyytrdvHy89Kigi1v9u1dn/1FVr2tyHla7QfdB0Gd+0AgC1aJQ0NXcix2FL5W7aMf+nF75wvqB6ImPKt3TXOgDT7l7o96OEARDqnjKPB2xkB3ksH0ZXihSKe0ZfaI6cmujNLkRMXrvPnmW/alX/wltrZ019RjvQ8dhMXZabuxtqGRSNbqGoXABzxMlQq2KgPOeJkWZ1YmM12xVTmDj732mk3NLVpJDsinLWmUQJKz6usTvKVoNRagHg6m2THiBILM7lQq4kNo9lrGW4eEKnn1QRaeeQZFs6vU0Qi73VOrK4jJqtb6ypK95+qz1m8wY6GurFQSbziIqhxULpOyLRnfxYmS3asFh3le+0van9S5js5VykV3Mi3JA96Zi6urDTZU8bXVZSvNzA24k2zENynQpB3oSmvU5meR/eFT7gAHjjNHBtQ77NBH+fwr81QsK3zjtU/bB7/oS6y/VvVJCcIndLYsWmvQr+6xKoJLOoYFeIZidMG7h/KzuoF2RKaw2pY8mMnMLMzaz732ipzalOpjzgqfz+xt26ZnQjt65iGA5zi9HnnGXiKP+Cji2BA/delXTvocXjPr240337Sv/MAXW03B2qJaiPc88s5VeE0RvtuDCPry9IJdl12fUXC4pgBGVs/lMFvKqH/wwDXIc11pujJjKxrVf/jlT9j0M1d9Sp7zR+n/40RqrdVJZi+82770N/2v1qm8ZA2NWtcl9MpEyyqFrjVxehrN9Pq83lVSSls61ZQTkyNLmj4txrutfF6w0W7Z3FTZMt2q9dav20d/9Adt7Y3/ZmWNFPK61lVFxjcZOHREOppDp1sxOcwnUSreWCg0Qla31t++1TQEq1x4v33Vb/pfxN9z1tFoe721aaWyIjRFc5vtkvxd1nIyGhk5sawcuquFHFtXTq6XK1uzqzw6Y31dhiJluc669Tfv2s/++A/a+qs/qpHQWTl0ORwFS8ye3Jd/uXrpC+yz/1+/x1IVKdukomg57Va9Jr5oNUknpe4vJ9ZTsNIVfxlFpBM9pqvUhqmiddK0CZ22a6V+zco6dy7XsH/5f367XXvlZzWC69r8HIFdMIJLy2t2Xh3++JwTkEWHTreTJqj9MORuZ1IdjURv2MK5BR3BQcGWtrp2f71rn/v5X26/8hv/iK3auRDEHAM8m83L2Of4wNDGdRnEN+y//ct/YKtLr9tsWY6825SRkO4zHc/1Suiqv+7HIxqQjubxmNjj0DE7YXqT+sKWJ3k1jWgrGpX6NLSM6YvPPW+/7Au/0C6Ljgk5iIPAqBgHEh0q8OfXymeUfOncojW0f7O+ZSuq+Qf/20/bltqkoXrSClbgF2M/IMVZdUfrBhFDefgzdOqJfQPDjkGPo9WNrXUrTk2oSIVNcuT+/JwEtGHFMc87N+qbVpbBZlq4KMfwzsqUfe2X/RJbyBetvbphhaHycRzMLsDvc8895/lvvfWW88wIcdi5dOXcSxNTcuaJ3ahu2r/+6Q/ZsuxAS8U11RA1BQGLU1OiTU3k/OuPziVy6DHAUy9S1oDmfXC6z9CDQ99cu2/vPX/FfvkX/CJ7aXbeJtXH1+/eFq9ty1XKSiXJsKHBqXSlVNEIVu6t0bHFC4t27T4zfH21sQIqyZ6Fbl05qmZWQY7k9E//83+2DQX9dQY60gcetUF1q9q2iYlBKHmIAgzzeeLP0KNOiv5GqykZd6QnRauvr9vnPv8O+6rP/4BNqiHLfJMAfdbApisH0VWE2h44nen8hHUll56itmxRgwo1ZdLruh+prm3Zhblz6uIFu3F/2RryFz/43/+r3ZY/aBEcioCS2v74/uvkkVpSj1ssfZZ94I//XbvZPWdbxcsiNmsTcnjW2bK+OjqL4TpJcOjMQaVTDZnWFTnpms2VS9ZpN/19cD5gsTBbsbwcXvvup+1/fM9fs3trH7WKOkSZ0Z5KCCNElSenrv6kznioPhyB4NB5Dq7ww40uws2r3HSy4QUnqWkZpuftg//f77I73UWrF+atoQ5ZFn91kbOpGK7XL1quX5dSK8zgGbrQl6FmfUCqNGUtKQSNnOrV7PJkxgqdFWst37BXv+/bbW39J2z6jBw6+lztdqytEJyw5plzH7Qv+P98h91tTWiUotGQfOVksSyVQ5mRjvgQmV14k5PKKRiY6awqMFMZ6YLygkPPKr/Yr9pUb1nSWbN//9f+jNXar6lTqAR3DpJzPqeRk2QtgR+fc2QtPWOGZD+HrhbtKKjIa6Sw0azLnkzLufoTLxnzd9uX/4E/bzfz77XNDA7/0cHCtmZz3WYLMm7pdTufXrX/+6/+SWvUX7Ws2rzX3rJCqezBXVwWCF3BoUMFina6Dr0pQzxZnhAt/MiFDCPvUqsRp4tp+6av+bW2eO+uTTNFegAwqBhRjCorzRkh5zUawdGev3jBbuv+mgxiZ27aNko5+96f+ClbTer+eI1vB+blstyhQRgQqTQXC+OgkjUmR7U/znv/99DzaoHwNf4MM2FuTYMs2XSVhXNFEv1e3aaYQm007dnyjP3qL/h8m2737YXKpDVW1pwnAhbqwIEuLy97HqDuhYUFd6r0U4IK8iZnZ+3+xpb1pietKaf3fT/2H+yVtWWrMd06gb0LLev2hAPohx7/sBHthC6crUOvtjZsspCzS6lJ+81f+RW2IP0oNVpWkPOanZYdaNftxr07lq9UbHp+waqbCvBF7+zEtH3iUx+3Ky9ekTrh8DRQY/GzdKsjna7LeW2pc/8/P/Pf7RdWVuz+5rqVpmcV5Kasor7PrEVbzjIvPTxMAU7boTdrW1ZkkaVbBfVLaFGfOTcxa7/rq7/aJqpNm2wnVnQnzYAmOPWWqnaVVmBT5Jv/hYxtNau2uaXyJM+s+Lx84bLdvnZTAz8FgkqdyUn7//3XH7U3xVNbtNcUTE9pEITPeVLgaxwxKJPzF62dm5EjUNTbzdtas2BrraJV84tK81bPz1pTTDXFfF3XNbJziljm7Ppm2u61K7bUnVKq2Fvrfbu21rN6RqOmXMWnMAaq7A3gSX+8X7B7AqBI6tguHmCBdIDTYVZgYv4Za+Xmnca77Sm70Zywe91p8XJePE2Lt3NKi9qf9+uachJN8bjeKSsAEB+FGetJFhvdom12ZCCnNAKeubBT3xmhKMPKpK/LWBawprTWylinfN4mL121rfS8bSptpWetqrTJVkFOPTVrWymdy5yz9cx52/Ck/eyCbSrVMmrjtNqwOCf58QEQjVgaPXVEiZWoQBjNmQ9h4C3CKGgHVJPPMs2P0Uj7TMmmghQfj6pN81PnbSs3bet5tVN+Yd/tZvGcknjad3veSlc+y1oTl2y5lbdN6T7BK6aBr43xrNqf42h0EvXV+XX+YX50DY4sD0S6C8gDZ86pVq1uvarCNhb5KAcjgrsqK7CoKCCrHLDlO2yp6rplZPhKXTnD2Wl7YXHWCq2GNe7ctncvLtqlctnmFDTlFRxSLoth4Sys/x/QNkQfdG3L4ghgxDHoOLK976EnUibcobc7yWXNTqgTpxn6NVPl8C00W3Yhn7ULk7N2cXLauhqN5WSIZ0RQtrFlK2++bo37txV4T9jlqfL2tiGntvLWa5at61oZ9FyjZr21VfE+YcV6U/c2bUr1pdOJTU6UrNVv2PLWSiBrL6OKNsh6GBngzKNTO41n6L4YTqDdJjJpKzQVcCtISS2vWf2tm9a9dc/eJUc+pYCwdfumyy63tWF5yeEXvfiCZTY3LauU2VDa3FCqWnpT9yv1t2q2slGzZGvTphU45TWy73YVBLfc2ngfOQrwyT1g+Bk6+chmVPj6D8lhSzTWWAiMmy5k/VFMkX67VVXasKxkkhOPpKyCk+yGkrZTiQLKzTXLVbesrMD4hZkpe3FuzooEfbdu2XsXL9qV0oTN5/KhPCqVXEDeZzSfLKRn+JvRCHvtrjWVslJ2DYQsJ+UrlIo+TbHd4QaJ6QgWo4CkNGcdGcRe+YKlJi9bB4coZ16YPm82d8GNr7/kTw8lwvWkipUGA5ORoGI80mKLmrG/3QHlKFxnFIisbLXsfrWvoGXOsnPnLKk8Y7npK94jUcuc+CSqzavReGeb/QK0qiMQ9TDtmMfxNDatu7WqxmWqOEzPnxWY9MlW71uFbwUg6AkiUSmbaGytr9nGHXVO8cGUO9+vJ0LNDfZ5f58SCFZw3qR6RoGNUk3t15QzbyrqX9rQCDpbtq5EUSxllEK0jU7U63G6fAQM9MHTPqi16nKwol2BZEkBIj7WL00XbF2GmFFcV8OFbkaR9z7bjradA7ZMm91bbti9elaBWkGjwZLZtAI7ZKlKGMWxgzpBpkPboLdqeYaRgxHlaeHe/XvWVyAzMTVtmVLZEo0+WMzkai0D3tFosZVuiZf2vttOTgZrQjSW+WW9pm12t+zmikYdyitOZG397h05+7r1ZdCmNDKZ0qXpFE/vexqltyR5jQP39lNkoATne0/tBUb8sN9D5353jwNH7mAX0WrDF83YxtE21zFj0F7ftK3VFStPyU7NFKxXkJ0SjwvPLFp2Muv8v3rzVXv11msuh+xUzhauLjjfvbz692xRMtXgZG3J8go6pjUiLQZiFLTyS349m52c37YtTiiJAyX45/CsUcojUybeBTmkKQVmz0i27710xZ6RzpBSa+t2vlSwc4Wi8zohGZY6Xdu4eUuOKmfz6lS+ldNiy8rvGfW3aV3/7PSkpaR3GWYWVAVOuKDRLDPw233iDHHv1m0azKbF56SCjn67aT3pBdpCe87kczYrfmYVyMyrjUkL4nchl9F+xsoKYqcVmFTUoAS5puCmqjLn0xkFuXmr3r5t2ZqGpXLi0zqeRkG84eVLfF3Yk4V0jyFsLzE+fZcSEyUxSYfpKLJpyWD3krz6kMxH1GwlfxVMDrrXV8SW1qi9m7ZWO2NNHbcSRZ6dniIxCWF1zQ0Pyu/rQn2xGdMsoSsQGIS944K7cTDhm+3UhZFxiA7OyRbqRMpqorct5c8W1aHhr9azVkcGRTfqtBuX8H6heFLiuSmGrFKUAlMwpRFV5iu6Vhkd8be5ulPfWQD5KRqldzVWNuTZGj7qYcHanFJeHZIIPuUrm5B9Rv5HYyLxSff0pz+ZsvXlsHsyBANRWj+jEXm2YolSj28UqCx8d5jtwNE1fQR1EhH2dqupPMBmWC/yTLPrGsakPNtnDR+qKG+kUZS2eHjoYLTgWyWmZgdbjyPF7/ZWl+1s9adYssn5ecvOXJHD45FSYlvrPgcgw8U75pGSAXToOfw5gRE6CLQN+BIoGqkghwvnzoukxNoyNv22ghsWohbzGnkXrbq6qovDYxSmTffbprNqZ8mirlF3SgHAhEafzEvOaCTS7Gj0nE/Z9IQMtoKEYlvOGyLSjM0lbxn+XRxCmG9F2M7mUBz+e+ihXb1gL3vgJVQwfY8sVvJjMbL85Rmd7mOAQP6iDHhdI034aYmXWqPu/LI16Xy5MqEU+K01FNxKDmxbHSmzznPvtK4pyOh3ui1/y8PoM+Ifuwhl1O2kAXaYe/cMFAjpHK4DTLVjNxiVn/zvoafVJxWYS2zz6gbljOyv7Pb60n1bXb5v9+/fta7sVKuhthVPrXWNYLXPjF5HMpqdlC2TrU6LV7Yp0cT76WyzGshklHgkwUp43t9vSQfz2D6JoNHsejfbEc7+gM84tc5sDTzT9uTHxxCj4PylS76tSq/qyBfNLVUUjGRta3nNeUnx2mdPvqzXkalU35avg+csSXfkxEOvWtNgTn1Bo/GM9Gx+ctK64rso3ZieKFrSrGsQq4EAzIsddCOtoo5g/7EjnWXeVKO0TZuw1PSCeK2psbtScta/VkT+tDqXmNQwNeur2tWeitbamYonnD2vl7AannfOeV1iUp13gonLJKyi9dWVWalRVoLJFNyppFM8OwuG8/iQI++X/NlPLpFxMpKaVP0+SeSM+hNu1xleV0ViZkojHN675DlASTGcqmegzaI+OkYrydpmpmQbmUmrytE1xVdPF/TxIiqn2svYZlK0fkmjfHjWSP5MG5TOVZy3rgKpZ8/xlkFNI+uybSUla3RDe/TVbu2MUjpn7VRRoxVtlZBdpi8HzzvdbiiVNUiJjrETXZWRL6rclty6mi+T57lpS76UBWo6VvD3EDb9EGAMoVOBF8EGeqKSmXngp4EA3+2TaVa7Zq2kvUXR4WtrNULPFqbcmKUUoaVEsyfRnWIlla+oknx4PXFXIk8Jj6EOmpJO8z7thhxkQwEM3xd4VtbRZwmlrzEQig3NB29odyThT5FHVIDU4JkqAS/iR570Ib7RnoYHZfCqUFLOW6eUttz8pNpjUxLpW0GNxGImFjLFxMKm4aQBvCIwXSsZF5ky1WijLL46VfUVdAEH2GnYjHQjU1Ogrsv76gPQMKEAR5wHnun7jNylTzzqxpnzJTcn+BAc9R46Bpj2T6RL/gyHT1ZSjwYNFE1IxQCjKA3oEIkvzthdjS4Jwpl+L6rPwiMpJ1vUa3RkfyZ8O5EreRrO45p4fUb9o6t6WFODfXCKpEMs9ZuR3uP4+A0LXxQITQqS4J0E3Wf/pTTpQ4ZXqsQ3zqUdFnNVpirOU3Z+yl8nzk7P2FaDRWyML3MKKGSDFdz52xS8wcSgTfaMbsOCMYwAv0bIb3vAuingo3Miy7LaCNmXyrpvBPZj+48M0cWbKAXxlipIb/Fb4qmnaL8sXwOJtFs7o3bO9a0pstvqc/Cckt9gYNpVYJHXwLSkgU27ga2rWJVpOg0WujKV640NmyrkrVHfDEutyzmftZ1WAEX/eJKA75N0WXUug+GROVOzfE5VAvdRbsD2l7S8J9PQ4fMdu+BtJCOiS/IsGurzYYJwC4IPX13zJVpkDBIKNAJUrhsycZA1PrIA7cr2NFAaSR/bjg3PyBhnk3agaQ96auiujFxPGsuXyLo0vNOnjqx7ecOpnQqLx7wzSyZnCYxKV23AjII3pMhh9ToL3Jx/0cu3nFHo8C1y5YknH5l6+9I22nphHHj31VYF0dElTRYcDhpWYPJbZgBreEKgfDfq2kfGOMvtr8OpNijCxdMSuLz8QKc4CnwEfdtJ4Th8OtQvpJKhLZXAO/fCYeAZGdKuvIvq95Pp9CAvDiICXSBMxo+OSF4oVdWSwQFbJdwshx1nUHtqH/8tQY10MOCB55CiY48p5kcHT17cAn6cBb0gMMgpedWSa0rtjwzDgHRAmetSoCfqz1E49D30wbNVSufhlbc/ukcawD/qSJbqinrSHogdR4v+DvP/KAlQJ/zT19vK4muJwVmr7kAYhDuv3o8GWap5kA7H6T5DB+gxy9wGFCEgAcfMYyX4wvbh9Fzn/Up4Ce0cjkNCFuRTCDLPqg86v5we9CdP3goIZ6edDgJ8xnYefobOqP1kZvgCZPVFDb4F66D249+AXvjakQftDUMwGupHDp7jekEeeqayuFb3YUN5dOmr5JVH8v7jukEJTw7g45RwdGOfCGiXMR4TaNMnTIPHeKJx2O+hD696H2OMJxFPm4aeokMf420DwtwBwstKZ6TmYwfw1AGnzTQ7z04ZqXHMs1S2cdX7WeK0g4rTfYb+eHEcWcHnaT5Df1T4LNAjwmctnhKMHfoYY4xxaoijcrYYdqbfmXrFuTFKH2OMMU4OY4c+xiOBZ1NnBjmFMZ4uHPYeOiO1s8bxF2c93Gj19J+hPz4cR1bwud8zdPJP8hn6cXGcEfuTjLFDH2OMfXH2zubtgKPeQ3+6MX4ENMaThbFDH2OMMU4Nh7+H/vafcXk7PUM/DuDzSXqGDp6mZ+KPim2H/tR2LpG9H+2s39hew6GduKCDa5nycQx/nWqMz0gM647ryJCePBFAdwf/tiHa+Letx08wjnoP/SjA4t5LQzPt9OkxTg/MU3lbqSHiI5LYnqPI/2Hb/2FxsqU9vdi2COPOMcYYTxeehj77MO+hv53xdnqGfhzA537P0E/6PfRH6QlDL+287fDkh/hjjHEmGMf8J4G393voYx0Z48nC2KGP8UjYNfX7uDGeRXrqgNMe5T30027y4wcVD+fMx8/Qn7xn6MPg44tvJ4wd+hhjjHFqiKNytuP30McY43QxduhjPBLG76GP8SgY9T30027yk16ctRfjZ+hP9nvobzeMHfoYY4xxanh7v4c+xhhPFk7FoQ93U/+BqLg/2J44hn6d6XCMDche+C+wDfaHf3uFdzW3z+kAyRFPk+IvtA02I+Aozdgvfyhv8ItZYzy5eJj30He14tAzzcfTuoMKt23IEAEH4uEpO+1n6C7ByMI+pO/to/EXyB4X4PNJeoY+/Mw87g/nbf/iHPuDYzC6rXs82NbMUaJlLwSh7FKUUDTFktJsPWdXpYOd42NtddMVI5PKyNlkfD/WuT2jh+Hf1/g/QPQj4yAO6LjHX3Czg2q16tvV1VVrt8NvhGMUY2fo9rv+m++1mo4H8sRgNJtBDofBf1ZQ9/rPI4IoDqXwk5K6ht+o5sf9lV3g53L5zeVe4GvUX7MHGDn4gtRGA/60p97TabZdfu1u+JHSWrVum2trzqPP4KV47WXPz/ceA51Gw1oyNBcvlm1ra8tkcSzpYXAGr1SpvvDPKdOh/pLnya8YCb3BdOT65qaXX68PpmEl+57o6rls+Olhfnw4ay2mrdP8vGMy5BBowAPStu7vn9AvjOu5c+e8HZgFhbdmnA4e8BtT/Md/T0fgoPfQY//AufT4HXvldVpqc+mDSfbZVNodQLuN45cethPL5/O2ubXhQWUi/ed4VHS7bfUX7EaHn423tPoOaEj/dvqDCFDi55ihFNnTtR+me0cbgBOLPA+no3D37l3fdqUntBPglT8PiLTf73Vta2VFPTPleQRLyBon6vq8D5B5+NndsH8YOJ1WW3TQRcmcXzWm3OE2PQyRz8g/GN4/ClwbH01E+4fNQAagS/9Qf6jVa9ZqS3eA2hAdxQ4+KqAKt4FNHDT79v7T8JlYerXjYQW8F3sVIh77dvjcYH+7whPC7NyUN/jS6j3r8FvZmawbfNjZkf/ptsR+iv0wyv4wqFQqrtRMUUYDFp8/9frBqdflCCcqMnNSbIwgnb9YzOCbDoUr7GDfwcEgCEJ5UeQuPVh113j8yfmsOolk3FHnbskADy4/NtC7Qr5gd+4uh59AR24qOzcgPp9N2d3lNZuanLKp2Xlr+LNXnRD/sYOPgpmFKSvLydy6senP9iRAN1wxYDptoCftTttmpqbsjWtv2US5JAMlo720Yply0TIa2W7IiaHjOHXnWfvZdNauXbsmAY7WoxYWFtzJMi0O/4oDT5R/ptqpIxrXGKDinOC9Vguj1o31tTCKLxQ9yNmqblm5WJTOK+jYqPn1fdEEjajhlOS1tLS0a3R1HMD7VnXD6fPQSoarl/SsXMqLdsmabuwpOLCdf551JHCs9Ed44/ED9HNMX6avHoULFy74lmu5l2Ae3tlHltiGyXPnrZwvWbvRdDnVJHPKn5qd8XuH+yjyihpzlDMHOfG4vLLsepcvyFHqZmwSbRbXRBwG6ECXoJcAFD6QCfkP8wyd67mPwCb2d+5DBol4z6rdlqUHk+UJyaCsgE+OXg6fFjqufcAugr2j9bjviLIbUf9OGqNZg8MwmMLCLuBge93+wFCow+CIOKFEJ40G5Dhpa7PuHWVxbtGVptlCYbxNsfmnDg3mvIPupWu/vOMkolH4YruxseFbDAvlkzLpjH+8I4KOgjwwNpvrg1HmCMCAyBq5PDsaqfcVCTcVHUNHuajO2ld77kP3wyY6K/pw8cKCGwz1Qnvz9de9bjok/eXCwqy3K6PVUrnMJWbarjFiHxHr99elJzI2MuxuYLTNio7yREEjkZo7l65GQV302HVZ7TqQfXdbp4+f0qqT7ZJGWS88+5zdun1HfSKRMZ6VwHu2vrxs05PT3uYdjSInZ2a8bhzE1atXB1wcHzhF+Max+VYONJfJ2YQMZr0a+Cclg63Los+xRllKR/VfdPdTn/qU3bt3z+tDb3BC6CgOiTqz2bQb6E984hN+DUEM14GV5XWrTIdRPvowOTHpM0M4hUuXLvk1o4C+Q13QMyG7UZdux9FfeUIBNGaML0qKZujuK+r0pPy+6/7h+o/ji1vuB8PbvdfvTdwHoA/+4wwH7YZj9VG4nN79dt114uLFi36efhvrGQWVSsnfRkAfOu2unOeKl+vBjdJ+NA8nwPXwEWXxKPwTaHEfgQ26RBDhgawQA6KFxUXbUADY7DZdBm1sU+lk7MPThtNz6ANgI0NKe+fNZFLuhOIJDFrIP16anCp7h1xZ14hG/2jQVquPvXenFnB64ZTY2peuk0rwQ8cBdKyo5Bg0RrZEopcunrMuVk4GF1kEo6nouhCeXY0Cn+ZbXTb5EcvJqKQl2OL0pEaSZR+lZNJqz33ofthE+ejD2nrVchqNKyKx59/9bkvI1/lqLUTZdF43BOrUbg/kDJgmHhVZ8dFstmS4MuErZjIYtc2qzxZUKnJykjOzPjzW8KRjz/MUdfr4aW111UrFks3Pz1tBFVy+dDHQIcVqipYZjW5fee0VmyxOukHfkgPK6tq7ja1txzMKyuIffeF1MupttPtWa9TcgZcH/JNSkW9kkeY47emo/osjYoQ+S4Ai4IQikGGxmLWbN297sPq+973PGjLCVfG4ML9gW3JK8wsz9urLr1m+lHM61zfX7dxMwd566y27f//+oKTjg5kvEo6dbkZAPDs9a612z6pbchhqc5PNEjOup/5oj6T8NLbMU+B1v4Qzog/TbwnEAMfsxyDqsETfx2kjK4Jf9ukzi3JijFrn5+adtqLKpUzkiOPjPrajYmmrEYIKpVw+u92OEfvRPJygCZlCTwxI2Cefcve7ZzhxHdfTPugq6R3veIfbAmRSZ8AhxOuwiQAdjrMbw3gaps1Hwak7dHThQBx68uFQLk3KGE3b/My81Zo17+i5XJpZyWD4TxmHszc6fxgxOjDKicKi0Ixs3njjDT//8isv+wBiXQ6ROXY6Pcre6WBI/JKR8J73vMenO7BpVRmLNk5EHbOjDrQmxzcqCE54/jU7U3FZ8gy1mCmKzwk3AHRqnm3OTM94B16SEfNBimTL+VFRKuWtIyeiat2wq2I3OmtrG5K3LlA94V9o62jc2LI7KtyhtlveETeZjpTTwLEBAiec20svvqSBYt8mShMKYKc86JiSpzl//rxfNwrQF0Yy6BlBxYQcLPX4rM+A/+EU/wVheBGHAkNLG6K7AGcWR1o4e/rolSuX3FHg9N75znduG2JGmVU5lJfe/aIfE9DOTM3IqQVaL1++7PmjAAcIfdBVV+yaFU0RlUntRz6HePd/D8l/tAH0yaAz4ThujwKBbOz7BFwEXvHZOPn1Rt3qaqvFyVmvI47c0auTeC1uQoFLPpe35UHwlFEQFz/bi6M+CsP8xv0oi4cB+om9Y2ElwBYii+js0SWm3udnZq2QKdj9pfuWl4xooziC/0zCqTt09VFPXQk9TKMk21PuLGwZdcqdqViPkvPTUuRL9vxzz8tAbeLb1KADIk4RIsHpQLkiTcP7oyYUFkcWp9UxZKQXXnjBbty84QaQBYd0YN3gDjKO6k+gP/tnO9X7fL8ig+qdWPTklWanKiNPueNIoJWgRIfbo85z5xa9EzOtnJeW0s500EU5MfVln42gU48KqaUVJM9WKxgKKY+PyKgLp75D605b76TRp9wLciCMKu7KYMLP/Llz/syymNeoK5dxmTML0+q2fKpbRFpdToh74jT2KMC4ok+xHdabYRQJ/1vrYcEpib66Tbf6LwsHSUf1X4ATQidjAIZRpo+AZrPtbcAx/C9Lz7vShbSU+vnnn5dTDWspEl0e76+rWIKu+F34UQD/8M6Uf6DWbHl1ebAnQExXdkr0QWN4/MJ+ogSPh+s/MkWWcVYNRxaPcVT73TOcCHqQC3bgsz7rs7w8As8333zTyWNqGR7Wt9bd+TEbwjF1cP+oYK0toA3rNRaQhsWq8AIte+ndm7gO+UITtgOeAfw/zP0xEEBnQLw/zvrw2MUXxTUbPuV+bvGc95H2dmt+ZuHUHXo+S+PhAx6ccmcab9Qp936/4w2OUcCJp9I5W1hc8LqVfeqQzXWlJUWa4jFKO0zrcRNTa/BIeUTnceQaR3KffuV1K0+oKaXsO88EXcQjwxe+aJR+8/ZgBSkOXYaNVdnVhkbuI065Y6h81CZfSqedXly0Zq9pt++EZ7sd1VPJFb3zlpiuVWf1WTae8ULbiKitb2wbDLayFLa6tGKXLp9XndM708y086CtT3LKvaO25JnsBTly2u369evurFW60zcjQ5rVdYVsQYFN3lf1lhXUrLXrbvBGBSNUgLOC//mJgq1trNnFK1dscmbKeR1lyh058cyTetiPwIFSJ3lSATf4oDEw3Oc1+uT8RHlKdYbFWOhKs920aen28vLytpEfBXEam34zV05bQ/sLcwtqg4zJb6uDSzHVyVn9nssqiRZPys8q/6gpd2jGkcEn23gM2O53z3ACPFpgdiKueCf/xRdfdJmtrq1aRfog7XV5EABwPfXghEfFxdlJH/UWNGAoT4TgymeyBOrbS+/ehNOOfEbe47mHsY/oOIMVriVIwQ6gp7Q/ZW/VtlRuyuYln2I2zK50ZQcns+Uj7cPbcfr91B16JbMgY80zFDWuBJ/WlgbIKo/EMQ1z3FTIl9XALBrxxb9SYkWp8wuWykz6s5bTxkRmfl+6TiphCF566SXvDHQgjBydgs5alfEpSNHf//73m7+xISPpqz8RiMArP6PCjYIM8ntFQ0EGrZSbVqeat0V1LJ5hM0W8H90PmygjJx5zclaT6rhFGUum3KenysFgi2/1ZqcFfSnL+TMZwUj6JBaFTc5NW1tyxGj4LIcM+7kL52xeRh360FUS9OUULKLH6VQYXYyquySmR2ljZMCCJuTNFDxT7JOlSX8WWJ6ckGMT3zh68S/LxguEPrIeFRhnHBq8M+pdr7XE+3lbUPsSSDj/4pN2hu+0tuTHxPn9+BpOkS+cDcc4UbboMTxQPueR7bT4q5SKdk/Oi+sbGnmxEG6iXNH1RSsq1ZvBue99nnsc4DCgD1pW6327okCGZ8VZtXWlIppzeTkK9DMELzkFMaS09CFDYPMQOkDASr8lEIfuODqNcjgqcR2PRd797nf7/ThyEuVA75ZkJUvq/SXeg2xisDYK7qxt+WO3rNq5XJqwUrnkNibWEes7LIWgLTzXj/cid3gYvm6/xCwd97M/rDeM0OknBFfFQnDkJYIsRd1ZXbfRrdtzzz3n+XuRvA0decS2Q0dQTyM6XT7QUMTGqePwjmTD39k+v3jelpaXNFq/6POqKBQRX7ksg8AzyCnd/BTwDN10VJx0jFQxDGxBXkaPa4ru5fBza37spwfTU08ycCYYytgW5VJ48A+PGEL1fJ8RaDW7MrAFf8VrMncJb+aj2acdGCkiUhYctiQLprABjmurEZ6VeoDWDcHZtAKAudkFX+kdp6CfdEQ6cWrYmTizgA5Xa1XLDxzexYvnrT3oqxPik3fhma1gZNbqtBRwyKBn1AekLnFE/5kAnBf49Kc/vc03To59ZHvxmatWUcADsH0ER9gBHN/TDvhDHyIIgLGHrK/AkaNLPI7DTkwQ4EomU7qmkirYjRs3Bnd95mBbUnFUd9Ko9patn/DcpWdJP9E+kVliXeWROKbu4yam3Gl0/Fm0b0xh3lu6p6h+wl577TUrKlLDcXB9p6P6deHG3aalSqM79Fpv5QGaTjLRMemk7PPcDF6JjJly4h3MtoIT8vq9Og+gvfPT2dfXe3bl3UQtowG52bPP2idffdVaCp4anQ3RtGJLooupvS7PU/fQ/CgpLsha1rartoRHptwbcuDNRssdfWEwEqtWW/4+eq1722xlJYyoR8TW6oYvoiHI8yk6jQju371vK6vLTh+6Sur02/6dA/S4n4QAa1TdJfH+N+XXFXy1uqy/kAzeCO3Me7VTlSlrVOuW0yg9M5H3NQ2rrbqvV0NuoyI6AHjHSM5MFMT7vdAeMpLOv/ikneG7ry35MXF+P76GE0YXI0xdOCHycODQn0im6Fi/13dZbKneak20SB5M8TMKiwEADiqRnuOnoJnyRgVBPjJF3ky5QwOvZ6GLVV6FUgDZFK0d0U2w1VFgRepLH3q8vvcQOgCf9Enoh/8YoLNobe+1+6VXXnnFp9wJ/hjhAmSCc4Omartjt+ubzgv9H9lS9kk4dKbcee2wi442ataoN3ydC3TRd/fSul+Cntju8V5oxVEPX7dfoo1pm1gX9oEt/OHIKWN6KvzIT03X8FhuU9evJry5svNGxTAe5v37pxWnPuWuviEFJjrfZ1EcDe15x0/1WsunZbDFDPQAXzZKeltSgjs2Mz1hTTkjlJspPJRj8aIiXjmKpBoW5owCxQeusKRIUzym4w7TepyE4WIkgxKzKAbEhWOc70ie/q44UGdH8VHyqamM3Xx99FVx7jTVoa9cGiyZl/xknfxDKBWNpkddFEenY03FxERZjmTDphVlJxqRTVaKdkEjNlkCvw5sbCzb6mBxIEp1Eq+tTcyEd7yRsc9SKVCaW5y327fuSZYbO+9e086Dtj7J99AxdIA1CWubG9budO1zP/dzTaW7/mxW1dYii+CpuhYWUfXVxmULrzGNChwFiNOaK+pPvLZ1B+fKorgBv8d9D51FTNE4o8sEohhjDDoj79dfvybZZ3ymzZ+zSx/yufCsnRkaX/Slf91eR9eG7xOsS625N9I+CqAFurAhTLmXoFHBHK+tZSCjI+vPIEBtAY18C8CT8rvKP2pRHO2LzUFf2MZjwHa/e4YTMqGPIEeCLtoJID/WJqxKF3Sh5+HMb9265U6fe5D5qGDKnYVmfKGQRXEgBlL0mf1oHk7QEPmMvMdzD2Mf3T6IVx4HoTtxASdtduH8BddFZAvuiq7hIG+/19aGMepHiZ5EnLpDx8mSsnIyNMyuRXFKoy6K4xng8jKjDGZhecWBRWFheTufQ222pOy6DkVAgXiPl8A1o5GIr9gbESra6aCjRZqG90dNdGQ6Dk4ahWZ0jqLTUeCHRULg7h05OgUsKDqroHWJFadHN/g8XyT4Af7aGsYI46TEa2ujLoobftQzPzftn2ItTcw4v3fvhFXct2/fljHoeHDBamscq12+7LMvo0LVWEuj/UIhBE0SsAxk4sGfL4rbpnWnrXfS6IvipuSU+CoaARKGGB5pcxbFdTQiJmBraZTIuoJWX4ZM16RF48bA4Y8K5MxqcZwn/M8UQ5+A/0kWxQ3opK9u0826CfFOOqr/Ug4g6CTFGSQML+fe8Y5n5aiavuAM3S5J1znP7BMfeaGNceZgBt3XiLg8aIdoyEcB/MM7QbKKdbAobht8GyErOwVNJF8gyX54Xvsw76HDJ20Fveh7PI7O6rCEThC40OehNY7qmdXA9vE6J519IVt0+8DbLwQBJzF7AXhtDVAfi+IKxfBOObxAx340DyeuQ77Qju2AZwD/D3P/MNAd+Ed+bh/uhUWC2IemjEJlInxVU4Xb+XzlROzD04ZTd+hD9vpBHHry4cAzVXD37h2fLsP5qd+5QysUZFCUpEW+QpTGnlYn2NjQaGNL0WZ4DD0SDmdvdP5iBwB0ADpqHKHTKXjWymrrCxfVsTWKYyZi/sI5Kb373ZHBdJsEiY8Lr63JwBARsYiL19ZOAqzUpe82W13LKRKXjZQB4ROvGuF16s43r3Kx0poOrb7sU+7Dsjku+H58To5CLAYjyEhECWeual1Hw7/Q1t6m5HmihNGBE2+pLb2eQaHVTsuD0VW1KR8yuXH3hhXSBV8VLwWwhVzpAYN3HCBPHClGF8dea3Z9IZ6/9zvgfzjFf/z39BCIU8Uk+iF9FGdE4HLr1r3tqWEMfkE8VRtNa7faVtUoHDru3LxrHegajPanFahixGOwMAqis2TUV5Y96KrOCP+wTORziHf/95D8x/bEAQWdCcdxexQibTgz9gmK4iwHesqrq3QezvGxmVdffdWv4R19f4Q0InhtDRu7MJgN44uftCPBjQf3R2CY37gfZfGwoF9yD7My9BXq9sc0fQ1qZJiw6yvra/5hMQ/ypF+r7aqP6j/TcOoOHcca0oNT7qRRp9wZufGMr1wo+7QkH0HgWevNmyvu1JZXNnzaFuXGAE5Nha82kWcnsK5GbD1A00kmgPJjyGIHio6MV23evPamaZAs4yNnqE5MZ19dXccvWbc6eofG+LIAjZlufqChr4L59Cvfi8bejzrlTmedm52ztbWt0BmF9fVla/Xa/tGMhgZnE4UwOuLTr+XJSRkzJ8xnI0ZFV3wUiwXpTM9ncWQxfFU5r0lVB58+Pc0pd6IGPhKUFz8l0YExZkTaWFfQpvNzMqSMSmlzRugsnsOAIw8+IjIq6Bc4cwwk/Jfyaf+wDMHTSXz6FToxxD5yEnAGEdTLQjgCUqazcewEFU3t40R4g6NYyrlTzxX5qpyC13TW7q423BE/ilM4COgfiToI4OhjvLbHa2v+YRm6INEs/Mhu0RaelM8neh/mPXQcMrYHWYD4TJ223u+e4cR1PGqI3xygz+PcCcKQ19UrV62jtqsmHZ9uR0Z8cIh1ATj4UbE4GVaW64+vLeCR3jD2o3k4QT8yxX5BLzyzTz7l7nfPcKI+gj/4jjNS7HOOr8SxhghdcDslsG4KA0GoexIB/9OGU3fo0mM1nrbqtGEaZWfKnTTqlHu3o1GrjEBbDuDS+Uv+1TFWQ1++jBPq2sL8tBWk4ESsGOG7d8Mz5vTUhGVPYBEon35FOffStV/ecRKgAzB9hNKizHQEjDnPkJ9/9nlbWl7z+jrq9NyDocT3VxZGXzTmUa4MECPY7U+/yihTR73ZHnnKHQPE4pa52UmrTBTdwdI+BFw8P0V3bt5d8qlFrieo4DQnGKWNiplzMzIOfWsMjKssjnVbHV+bMclCNNVzmu+hY9z5ElxbxuoTn/rU9vNjH33mdF70MIU6W9EoWiP0towVRgwHeRJfisPow3d0LrV2358R1xS0ncSnX0E04j4Klv5gpOmLnKctCUCZco8jMcD2nnS8UQ9vO/BhGXjmvWO6Lc9HCUJGBY4cR8OIt6Y6yoOZBFDns8OQQ8QsetxuKNLzpHxe2Ttqyp2+GrfDvMXt3uv3JmYxeP0K+cXX0MhDfuggs1s58XBpOrw+i01gBg8nxwBnVFSrDa8XfeB1voXFeacbekj70TycANdDW5TFo/BPP6BtCDb9caJ0n3x0gR9Vou1422VqIjhvX/EuSENPxD48bQiSHQHJAUEyo7fhKSk/Fk5gULwLGKE5NXZ1K4xGidD4lrt0XRH2ICJ+6y1rNGve+HSCYjFn/ZZGGuujP4MEKPZe7Jd3HBDdosTxQxI+FSpgiKmDZ+gouliznAx8jP7h30eyh4DVnruaj4OBRrBgJKPG4mcsbWVNclUm53meqaFqTp2qUODt19Hg082imdEvEoPHjPI2FbjwtgJivHJh0e7cvaP9EPGXmGmVMcBojYr15U2P9C9fnfK6pRzbxuRxgDplGn308eLzL2ik2vPFVjjQRAFTQUZrbmbOljeW/dfWoCuvtt9q1Vwvdn7H+3hgRgeHy/vM0FIU2yfJP06aNgbQSx2MLgEGnW8lzM4qqJIMGIn1+Ii+QOBwXnwWS3yMRc5A+sy9vJMOaRhrAtxRPw4C71OT4Qdv3FrIoPGIg18wLJfVqVBKT4OV19v/POtIRMeLjseZCo7p1x60HYHo/JAd+o7suI/7AbNbiQYxSxt8h7/lQU5J55H7Bb6aJgz3UeQVNeYg2z0M1gTyXQ9sZ1uBLs1DQIFzju16GKATXYJvHDO0IxPyPYA+AjyuQXb0D8qgDSiDgQ2zQyLEnnn2Wbtz/54vJHW7izEUhmeDIh5mIVxcBc+1biOVkOGu1fFRdiPq30lju61poOPCFYTblXaUJBSNfD2x7zk7CvVQPeIIFPgBEmkpyo7Bo6vxk4u7dCUbomM6FEagJWeeYkGcjMaoLXIQBzEiHRV0pNhxYueOYKQQnqGHr211ZJxx+HQcqj6qehQ2KznhuB1cP0j8XnJW+em2LiiW1VUUGNFeubz1eMgtnMASBO+AU1MsDgrHeSIHOe6p2TClqkGgy/jc+UV3cuS5zBWg7RHHscDPtPL51Tt36mEKH9lleI/fzbvr6LYB90P9Jc+TXzES+PU4aYpVtKW4sNBKwhBzKQzToP65aRlu/cuQhx6bHPvAcIUedUDC4bvT3z8xLUmf8MdVKo9+40YzrqCHyaEU//Hf0xHASce+gDOKOhwDhlyB0Rt7KVGT+I/l4DX42V4o5Jz/Qqy2fOKTKlHJsuh+GIdwFLLZvJwFgVLOPzHManZQKkq20OVJtSqlSKKA9oKuQPfhiDYAvqMchtNRiH1/+PES/Z18ZOEyKhRk+cKHhnB8nKddCVb2Aza6p4RzP8qpc5rAmtk52oz4HlqC/h+tAJHPyD9gf68tOwz+yEU6yj3xuTh6Fb9fwbfcL5w77+3CDx1JCPI+4QM8jwoohDJsIs3ONjr2hwkGzhrbUn2YxnlYDJc0HBE+unjHOG3guLf7NNowOHBlHjpHm2IEMBzRCHDNaDhKI/Y7P5Q34uj0acdJ9tnTAiOp6IygN35/nWlhRmpgVytuK+PjsheDCrd/V36IgAPx8JThBHGyOCQeHeDU4jGB96hwDYgs7EP63j7KNUc58ZMEfMZ2jtPnOGaCjhjUnQSO0xPi7E7cgui8fV+JUxyPbuseD7Yd+snjMRnbx6icY9CmT4lmj/FEgNEVC7SYMsaZ4dQAM2pPQ0Ayxmc2njYNPUWHPsbbBkPhqU+3npWajx3AUwecNtOkPAtlpMYxj77Y+hqAI3DaTX7aQQWPBRilMirnWTD1xeOT+DDQk474CADQ7vDMVDj5J/HI5FExPBp/WDzOGY1RMXboY4wxxqkhjsrZYtiZfmfqFed2EosaxxhjjB2MHfoYjwQWnpwZ5BTGeLoQF6Ly3DSOyNmSHmbR0mk3eVyo9eh4uJH9aT9Df9IBn/s9Qyf/JJ+hHxfHGbE/yRg79DHG2Bfj6f2TAEacLzjiwOMUM44trn5/ujHWkTGeLIwd+hhjjHFq4NUpFsbF0SnHjMwYnT/9Dv1ojJ+hP1nP0MHT9Ez8UbHt0J/azqUgeb+FLbCzzZJ2In9cuz3VxxegxviMxrDuuI4M6ckTAXR38G8bos3/PSk0HgIWxCHX2P/ie8QPa29gcS+b3Dpc5hinBxyE65lSfHecY9Io8j/pthtrQsC2Q38ajMMYY4zxdOFh3kM/DE+7WXrbPEM/ZkPA537P0M/yPfSn5Z3y42A85T7GGPti3DVOAm/v99DH48IxniyMrdYYj4TwHvoZYTyL9NQBpz3Ke+injeMHFQ/nzN9Oz9CPIyv4fNKeoQ/jafic66Ng7NDHGGOMU0MclbMdv4c+xhini7FDH+ORsGtx1uPGCS+kGeP0Mep76KeNk16ctRdvp/fQjyMr+HyS30N/u2Hs0McYY4xTw9v7PfQxxniyEF7cSjqWT1qW63etLx/fS2Ut8aWAw78Xzk8XZizV1xhNp7K6h7RrxaDv9/3rO910Vrdkw8956JifHczoKCZyQho1pkgsSXdFsyJBK1nPoJ1okjQgrp/xnwnleUkvlbFuKr/vu4gZjRiy/Y62KiVJtA+d0Jf2e7NKyAm+E/9ZyrONh/jByazaKJvQbmSkfD8vHly6ojedpLVNW0b8ZCSrlHhK8WOonFQK7RzutWQQMfPLUymi6p6uleAGl0gCkoR0IF53AqB8+IBef56l9jG1ZZAttaldRIDrkY7badoZiJ+E+8K9/rOWsOTH6BhX617l7SSuiUnXKQ+pgGzS9nblh7fRX50Kf9TOUUQBgS4w+CHXkQH9IJSqal0YSoEx7fJPox0I62tP7YOedzXSCT+DSZ8LCb0cTjG/lw6JvLgFOW2QTTfTt46SVy3ZJGr/RA3i1UXKXJcCPb7DxUfgYd5Dp3Rsgrc/ukcaoKtdUrAhgb78QOxdNR36O8z/oyRAnfBPX88rK50EfaS+XiBMFXvlYjnqI3Bife8wnP4zdBGd6vE3UISAhKwaLicG4AvbF/o8VwW+vR3VzuE4JGThuq5CXO7qg86vTgd9CuWr9ygX4ZAOB3w+jmforj+esA6ilX8DekMbSxaSR9B3+IXRUD9y8BzXC/LQs9DvuS8jWfYlCxI/KU3y/uO6QQlPDtL9lhjoV23W6pZsLFsuO2G5Ej/IXxOxVcv01sVATXRn1AAyk5LXbFGn6itWScu5IRQ1kNW7EgxKk1i12bJqwm81F62qvy2d7vdaat26ZKitHGaS4OxH/UVtjE7NO2fHykpFJTWFhJyCdp3r0j7q+RXR0Nusy1fkrctC20Zb1kxbvxbuFKiIvmJjzc5n5dSr4i+jxkznLZ0Ww72+jns2lapburFqXef1pEz6MSHjY40Ny0oJr92TbCszVux1bNLUcaS5OK1evWNTuaJ179+xqXzKinJcSX3LJiopazU35b9krvl989g/lVI65qfis9mutZsbGlJlTE1qvTZSKlmzhsPUcQfjNwrUKGrDlAeHKkvCDGFHTin81nfO2qqjrnbtWkN7S6IDnbJ+y3qiP68yuDKklBJ3knqWl1x6jS2brXB5zY+nC2qzpbvaqp5G03oKTgqFnE0js65KLs/YtRWMkArsNl1XXc6Dhu65cXdt8X8x/7jgt5wx8oTLiB959nGkape+/yizjjuSUb1tuYb0fGVL7TEliaStpUbCEQdjG1J03DHVOg2xVLGG+l2SS1muUrT76+rn2jbaDct3E5vIlWw9kSwmQuCQ7jWchlrScJPnPBPEKaUUHKtY1UUS8xB8CI56Dz0YTvVa6ZL/0Hkn1JWS8eSKlv7gXJrSgJz6oy2t24WcrA5yLxZ0TnzC9wGpLh6zxZxsUs23Cv0jK9ZXH86qnlI/6/bBm1K6r7DR1qX3UjVrqUoCB6dJxh3eScHpa+dMIX3oyU7LLmVky5K85CJ5VTerzlN3ZdOmRXN3Y132gGnulK3Jxs/Py9pvbimP33zHjrXdqQVn5Rog3UopwNMx1dRkN5WNLtXVRsi+IXvv3feYiO0/MqSDBCvt2qYlLeltG7/VtUwhbXXpPCTSbgUpUbmjtlbMnsdfiWcGgs2GAs7paWv3m5ZIAMWJnK2tL9lUWbpVr1u2ldhMado2W20rladkWyUd2VR1A9votQchwZODdEqGDSXOK2pMZLwa6lh0oPxURdFUXg5exkQjPhyjBzYbLdvc7NtEQeaz31D00rSyjEq50LOyhFRQxyvlMmJeXnNu1jsJDpbRUTCMUgTfD/rA+eODuxGpHPtgb1vHUswuyDDTGaWBE2r4vDp3tylnJP5yEzLkOd0hjcWUomAFWfGmFKMjhzdZ0ohC8qg2FVlTsK7pdORE2gp84CEvJz81N4pOnwDknNp0yJyVFsripayOl7bq+pqtKrVbTZuamZDSJnbumUtiVO3Ybtq583O2ceOWFXROHt/S3bplaGBEpuLS3baOq+oXVRk8mbX1FSur7+fdsGmbUz3ankyEPWi1gSJ4O0pfBofiYYNQUsekrBFbYXLUUJbXTiIaumrfnhxTV+0FTXHb63WtVCza8us3bX52whoaHXbUmFOXLsro1a00IZmpQ2+trFh3/aaCnYZkmbLJmRBotiS/HUoG0KHn8Mc7xOhwv6jkfAkUjVSQw93791w384WSpfNlBT5qhGbbNuXiKnNzujiMmjFa+20r5Ul76403bXH+nLUUwHS7fbt6+YpGyg2bnZq1TjuxDRnsXrloTQV8Uh81BzM+kncatzUECPNtMMaDzaE4/D10GVXnVAV72eINQ6+CGVWRVdc1Ukkl/fXAU0G2TpC/VN3yURMkMxO137ZRVRioeiuliusK22Ie25WysvY3t2rWaitYyBZsnhvU5on4z0jZoYy6nTTATpiyYEe0Ip3DdeB0n6ErmCXyltgUg8qByf5OVmz23HmbWzhn585dYBxii+fPKZjLWE12/OILz9vP/MIv2IUrV33gRX5fvLJNRFNKNpBtN5+zntLitNquWFIf64r+krWx4RJBqajgYZdw9gd8dk/xPfR7t2/7tqJAsYx80dxGVW6qa5ML8j+qP8kpP5NXfTkNXtS3sznnuatUmpyy169dtynJaFP+oam2v/DMFdtsNm1iesZaCqY3ak1LFcvWVdupBFcKt1oEUV77k4P0Gn97RcvOXrCiUkeKLhuqkVlLwpdyS2E6YnJqXo2jkU7hiiIXOZHy3IJGbTL2zVXL1G9bpnbXkq1bcporVuxvWmv9nrTsrkd4dMBgZdQhPUkQSod3hYeDivGOyxb1YB9j4FCndp/Tadr8ZMHOVdKW72h0vXrfUtXr1tmQMsjAGfzMqMEnKnJ8z0oZOgpoJm1VDSlLqtGSLlPh7UQ7pUnLTs5bM8UwX4rhFZ0NkpSi8IlzVlUHaTJErSXWzKiRFFEWpmdt+kLZNjdkECX7+7fvifScDHjP7t9asfn3XLYWzzX7dZvorXsq9zY0wt+wif662nBLDq5mC1PiUw4/KwG3FAw1G3j90H5lvPyoGOiDp30wUZATU6v22tLHTtW6qt4v1Qh9UqPMngx6N63OeUDq6PwzX3DFltfqaq68zZ7P2ObahmKfsvS3YYuLE3a+3LXpbMsKOPSN+6aBnFeSl+Fnx9U30qct8ahrLwb9lEdp52Wc04pKa5sbMlQaKZVLErz41rmOrHVOylnoF6zQy++77W117XNe+hy7/9Y9S+qJzRVn7f61+5brZG1tectmLlzUyLxs6cqkRiEdU6yukSszEBlTCZJ8cK67gAyU4Hzvqb046j107tdYV502ClhgF9FqU8wy76K+125zxq/zAceMRktz8xpR5i3fK2jUtf/2xSsv+raz1bGl68vWr/ct3cpYc71p9a2WleYWrS1HsyHD3QzEyOHkxH3G1rZW3J7sAsQowf9RvD8OMMuC1XPXKNluKjC/pqDpk7dv2nXpzIbofH1t1W5X67Yl2b2+tGSf86W/2D5+/ZqpAykQ6NiKOpVvO23frkrW6+pvGwpurm1sWSK96zGTpCoIlFsKitW1dvrEGeL8ZQ1UZP82xOuWAry0BloZ6QXaQnuuK1hbEz9rsvEramPSsvhd1sB1RWlZ559732fb63fv2zo6J7185d5d21Kfu13dtMqlS7Kx0tnJCdtQELmBgnjDy5fo35MGD8ihcGvljmW7iqYzTctn2+r4LZsrNG3G1u1cXo37yVdsWlakdXvFKtmaNZffsIVCy56d7NvFXNUWs5tKVXtuRgZ0JmNlOXXTCA+WcerbPdSxJ/IfERSLQrPdrkLOnIMwquxYbeW6FTorTuOF/KZdLdbsfHbLplJyZLmGrXzyY1bqrmrk+kmbzsDfW+K/ZTM6V+pVrdBat0x72Q3/lOTT2bwvbVFgEGo7M6C0TA16h872bSLbtdli23L1e7Z1+45N52r27HTfLp8r2PIbr9g5tde82mjltWu2WGrbVO++zfTuqW1J2u8u25TSRG9Nzl5tqIDNkqaXXy5q1INYCc4EZkjD3oigrdjsESbVtNWJXFs0Gi6qk01JoXz8rDZtqQ1KCkDK3RWltX23lf6GXf/5V2wqU7dKatNu/sKrNl3u2Ey6bsX2fWve/KQVarely5KFdN9SPEaS6irQaxM94GhkveATnXV+nX+YH12LI8sDke4C8tiq17zOgpxuplKWQkNdGNditOrprFVTOQV1+29TCuw+eeOOFTVay8+ft0/dkk5cec4Ki+etp9HJyzLwt+VsV+UI2hq5UG66OOG8DlZmBNqG6HtYZw5w2ge9h17DUagUb3eSy5qdUCeBROjXieUYiYJiwe7KON/dWrM7WxviP2U1OeCa+N1ve1sj8NtbdSufv2gLz79ovXLFNjRo6ZYmLDM7J97V1xUgdUtF21R9fZ3bqjWskC7ZggL3SNouZhXEcfgwMsABnt4z9LTKC/Ki3WoK8FqKRvsaVScanZafu2L3Uz2rPPes5S9dtLp4Tmvk/j+u3bCC5LHMzNbUlHWVetNKU9NKFetrMJMopeXE5qcnLCU92ZCzbPfbPrIuMqsr0EeOAnye5jP0pnQXOUyKxokJnxCXQewauU36rYKWZHLaupJJRzySulMzOlbSNjUzb79w47blFDhnFxftE3fuWeWZZ3R8zlqSyyeX7tjNRs2DHS+PSiUX0B6sVXqSkM4oYrFS07Irn7bL/bv2THLdzm19ws5XP2nvsDftYuOTNrv2M/aeqWW7WP24/dJn+3a1+6pd7bxp5dWPW2Htk5Zff9XK1Tctu/qa2eorlqy+YenqHbNZjRRUSZbpb3qop+BoUYWj1eHhgFBRMU9U4ZnBSdRlNKwiJd+4Y3My6OfTKzbTumHTSpfsll3pvGGLm79g75nZsHPi+Suey9izvWv2vN2w8/VP2YX6y9q+Ype4rvayTW++bJPVl22u+ZblFhjFnB1wdJUMz8y1j1fvL1v7+k/bfO01ezF3x95fWbar7Ves8bF/YxfUdi+lr1n53k+rbT9hXzhfs+nVX7DFznWb696y+c5tbUPCuc/IuVd6qzaZlpObSNvyUtU2NtYtX8xYVlESbbe25vM7o2HgzPeFDOfmaqhjulixUiprja2G3bqxpYySTaeqdq57Q2342qHpy59L2TvSoT0/a2rN9zPX/4u9u7hi75yu2ZVC1Yr127amYI5nazwfzGbT4rOgDsxSmxCA7jbeu49OC0WNyKm73mxYXwFGr9exdr1q01Pzdr9Zt/XJki3L6B6UrudSln/PS3avUrTXFATVLy7aXY04PixDtT47ZfnnrlpRBmxDkdqKRuhh/iXrM1tZ/aMv7Qo2lMEhpjgsJToccVTO9oH30HEgusbL8oq4I4BdHDrBW72ukZccdLOlECaft0IxK2c8bcWrF21VBnt5SrwekArveaetTFfsU626Xc9qhJp07X6lZOtz0/ZG0rP+xQvWULB0fWtLQxfVKSOeL09YS3Je39wMNmWYTfhXgubHowGHo1yoqB9uWCJBLUsfenI2qfMLdl/h2CdWlqwufq7LGb0iXu7KkTZ1nLt42Wx+0VYl0/tiYknpntJ9BahLCjiWtV3tdzUi7dn1jZr7yIocfEYOrZD3cNpqtbZswSF99zGhiBNXe7QU5NUbTeurcarS40np/op0bE1BC/zAJzzelR7e1X3sw/eymJt96V22VSjabd3XX1iwTe3/7J2bVpcsS88+Y+VnrtpGJiWn3vTBE76FuaUc0xRPGFL97lpy+aUvtDt3RFx/Vg19NQxrOxqB1lfk7NWAW2Jj/gWFJIq0lqX28xVps7a1DUUr4TmeVabNqjrO6d6unGgBDXnd6jWNDvotyZzxhHqGRg2JUktdVVe4Qzy+WBSMME2qEvpWVmNqV41LeWpW/U2UV7IrL32x3bnF5Wp8KbKVRW9XAceGRp8z4ndTZczqXFP38IxvVnJQdG91DIh4lSOxCUXTG0val8lrs1BMvKzdtrZG/VlZPAzW44do6Yt2GeOXX1+2z/+Kr7GG0Q46xSOBrKTLKGBTfMo6Tly9arWlZYlFtHYlrIJ4bPsSs3C92sV5pZ3UZpbo3PpNmzhXsRsv/w+brbDcrGf37i5ZRZFtSaMluvTxOVc9CXoBeHwRAoVYZgr+5GA7apfllTW7ePl5aVHBljf79q7P/iKr3pGzp/2g+zBoZKBhkcvJFIXbjRuqWjUpQjcCWo08rKsgodixioT30Q/9uL3zBZUranhuj/EOTwGDbvF0Nc096FuGkBWKjwkecg50h2fWIKwIwWmEFfmMaLrNlgYG9Duzm2++ZV/6xV9ia0t3TZp6aFApf24t3UOrQuW5cwt24/6y8zQnB9eWHnBO3FtGjm9VI6ePvfaaTc2pfXlur3tZBDYgyQvpKjOO3sPk9MFgVLYgI8mz0y05zXK57NPv5E/OacQkSlhcmJcNyaCXrDaiaHaVOorQ2zwbzuZEp4y2nNR7rj4rtQ8LMhnjsj0IrII4r767pFH3JAu9ZOArjMi7XWvLCSATtabV1QZMp15bXbbSzM7aGN5sIQWatANd6e4g8EH2PJ44vP0ZjRLU8OyYejmOz9BHGaVLM/SvZ2+89mn74Bd9ifXXqj6gIcCnfcuitVgp2A3Zb/R3Rg6402QlOHJjMWjBNliorOtYCR/sZmC1LXk0s2pbjfR/7rVXLFeeUn08gJE+NdrWb7Ztekb6CMg8BPAcR+mRZ+wl8hh5lC5+67Wa5UqSL4ujhBtvvm5f+YEvttryqi2qhQriiMWzXBz7cnsQpeKmyIMFLNH8uRm7fZ/QTuZBxdV0G/IkZ7oy4yP1D7/8CZuWk8/KocPVYfr/uJFKNj+Z3L6zZZde+oA1xVVVmrq2ySKDxGaLLAJA6bP2sz/zir3/895pz77jS+31N3/K7i1XbWGxYuuy+1VJgkBpS7rBY8eu8ubKUhqVl9f9OTfaEpsbLgx3Vg49iGFkh95nmlSST8om2+fwalIoal8KlLJrd2p2+YVz3gmJTbYYdEoXK6qYBoGGn/3Iy/aLPu/dMuTvtjfffFmNumWLFyetpipaShNFNTh86oZeTRHgBFSHqTdf9eyVPmYomNm89gs2dV5OqjBtS6I5P3VRIpbUpYisS2wo9piekqRE+8svv2ovvvslj1XKlcu2tHHL1ZzFV92hBOgavB6EUWisbtrl+SnxX1OEnpdRlDHNFH1bzGDQjgvVzgJDIaxsDyNh6maaNaVz/dampdVZfciYyVujlZIPLdrN+02bXyj6rDdO5yBgR6ann7WtzWvuO19++Y69+90XfWEkj9WlNr7oUeruqtTdWrYrF+d8YdSde3ft/MVnvMNDF9Vk9TetkW6GxUEgfboOHVA6U7VZ6VmzUVdsWbbl+0s2JQfMQuVA3cHgefXm5pYCg574f1n8v1vGNGOdzaruV0eAhpz6ZK0qx1ezi1eeUV+uW6PWtAvzc2GEThJ5xO49ZTysQwcsjMOIsyaBfoIRZ0EUK86Dq6EPZt1xpnoqjbooXnV11If78lLVRtUmFICib3feeMMunjsnb8XrNrruEAV89pln7MMf/rBduHDBF3y15VCYHSCoOH/higYoCmUwXlKI9eqmTS7M20q15rTmFUTIBAb9cnrC44FeCsoDztqhr1fXbaYyaffeuq62YqGTFB56CWLLeeutLFsGWfloRyNLjbjf9cI77ZWbd6yr4CW7MKFsccM7ej5NArRP8KumuLsup3j5ii1tbajdEpuZmraiDAiBQ11BUpmBziHyB6fq0AXKzKtM1npR14TabvnOXVuc0mCTtydou+gcaCoiVJSWrCRn75yds1ckRwL7a5/+lD372e/lSg3gNKBRX3ODKd6t0bR16c3MM1dsq92y1Y11e+bc+aPYf6xIJZ03ZKEq1trKquPI8qvD0E96vaps7ZblGMU15QozGs2kSlbK52xlecXKcwUJsmn58rStbLWtWMpbW3LSxmXIEsicDPIES5GJfZxr/hBn8/Z0MAMjO3SCBaxMX0RHeKMRm8sYJLyXnjdmbhmUMgCdwsHpX0vebjo3pXbsWpFZCSlZSaPajdX7lp+e9Ug0P1G21fWGVSpSXHWKAqvD2vIEzEKwSjM/oepzZ+TQGUVLEWXsqpstq2Cg1EZItFltiCc5Gxe/RvFSdiuWrSNjlZucsTQrPWXgu+KJ15JYaESzYV7Rf9qE1Gm0bEYOtVFbl7JolF+p2Ga1qoBgVvd2rZAO07LHg2pyh477xlXKoQ8KC++Mc066x3JaRtTiZ3OzqdHCtPpYWiO+ji1UpJ/+LBtG99/mBiOz+ua6lTUq7zRqai9F16Wirat49HZa6oPJYY5gdeW+zaqTp8Qb4SxyGZgDnY8OnfBQSCNv6joeEjlTdAdHgf4Bf6482LJWu9lRP8vI4Ymezc0NjTDLsts526htWGFC+ud87g/up8822h3bbGzaVGnKGt2G1zmpoCwjuTRX1qw4v6A+smbTcmjrmzV/7s1kWybaWwgSeXQ1FlmGN5+Pdui8dx5fVQPxmFmHRAa9IdsAtzh0lr+lWEVO0ao3vIanarNp2xSvZUXVHRnvioz31vKST42nJIvDXp4s5wqSX8e2GsxBaLRVYrxldl99/NLcOX/HuKO+Uu20bErByxs3btnlq5edp64Uo6y6vXTnPzr0vvSCBzFHO/QYvETHhRND9tGpjwJIqssWlQmUyOCRBI5LzrNfUyBcVP+X/e52e76af252XqYrzPS02rqup+vVwIkCFJc7BbIFbBRgJgoQ7ksvpnQvutRuSVYKDi8unLOWRukFDP4hGOaTWRket9D2pOjkR8XauvR6RgOOXsdqTfSjrKBDAap4Lqj9XZ+8/Ug6EG/EjQRqqSRvU4WUbbZ7wT4wayQeaacMUb9Mj9tM6VqdGSbxvby6qn4i+6Di0BOX/ROCVC9Zk45qpJMUnbDIu7+baE2NthWtFtQJ5L8mJxQByhA25Ei2mjImvLrW7ajD5TUC2rJJjKUMFArMU4a+FCbt83VKLlDlyqNKxT0B1OH4AlG5PvWJMqqk7UbTbkb5zg01qF7ZXw/SaESsVHZLlyWK1hWFFyrWrDfEX9nX5BCMVWt1K5RLbuyZAKjWejbFqJxbUXZaGifji3U84wyAw4NPOOW9fjhScKFjlNVHFlJyZ4pXsDSyhRle3Ugp5WWxV+9ds5Iv8lC7KrDJFRTAaOQ2M1VxrnBn8eMvABeD42WaEkOGOaO+44H2C4YOvXjAoXPeG46tMmkI6Z+v7h84P6TP3sbGlkaik2pPRkPBgFQVeFy+fFWGpC6jJucgWaAD3Moxz8nDYxqCB6QXaAmAFrgPjwG4DATNhXvJ3u8lkByh/Z0AFSWa3KkLw/WxHxFrGVzmiNJf12hhZnrGmmpnf2atf6z6vXLlihvSnkYuGHacJ+d4DYkgITWovy+hIPtYL/D1KIPk0HmuYYSOQ6fm4NAORwx2mWWIYJ86eZMXHmlHWi0dHcugVO/ag/qQBrlBAwPanb4cRuC3WqtaRc6KFc/g2Weftc2NDZtfWLBr164FuyRDTTAE/1nxD0mR792tH/h3GYQsQTSLHmjhHzhrhx5mcWRznU7RxKHk5frkZ9J2R8HL3NyCzmesUpywvPpQX3JrKtDv+PomrEdGAxgFBwr6wf3792zx/EVpOeHiDn/suROjPioYzCodhIMcOu2PXEbFQH2325BWgUaocoetDNSvIeeOnaspoClUmISXzVjfsvc8+4Lb/pb8CI92wuxY3zryawV/w0J9nSwUcSCH2FfAk+bQ0zXjIxVFa4sqRrAouEeh6l5tpXRhRkKT4d+s28TktE1Ms5BFUbmcIN1rdeWeLq7bJPOzHY3o0wig7R/ySG83tgThxjgIBNApSSNDyuktFoti65pGU2CMVadaj0ZhcQtfg0snisB8eQPvVop39bXVat0qikIrc4s0oSKykk/R311ec7eZ1gi+qet4xMe3L+ptUZ8JwcJZga+FNa2sUQ4p7+sSoJXk0+gibVWK7F/sy5c0AtuSkddVJdpO4Zo6WMlnHprWWL9rpWxP0eiKP2ppVVdVekdX+ad6vD6kGsUc8kL+sbHdSQYy9HYL2DbZvHfN64KYfL+eurtq2XAtFKzX5MQw5OqsaWaQNMJEBkVmE7aqVpxEh81uL616R6Qded2NEuAv7Ws8gj5EntBOzkIFe2x3d17lDunzKIiOfBgxK9YwXBN0R0lhyFsbNZtRf2zTRzXqbqxu+ch6pjxpzY2qzWlUzvH63WXLSgBpRal5DX2po6s+2lJCp3XJdosONUUgRsnpHJxg92G4P/Q9dDnV4XKoO9Thh75lVmiwKwSrQXjJnegIAUBaPDUlg0nJYPXOks1Upm2mOGl1Geyc9GdD7c7rj8WsDHld+iz+fasKvZ+oZHgfZtlpGtAR2ydso4S4hqsOlwJOKzq1uDgwHjNVPAogJ1AgueiAAJSvB3ZlE9vSVlJT9M7PXdK1eaurXt7Fbykl6iceO6VyVm3jyLLW1r33N9QuonHu/AWXyTCXpIEoHhrw2VUwCU7jPfS9gEZAW9K2/gGYRtPSlQlb1zYlZ75aa3ibT85MylZs+DdXutKzW8uyD+IQa5BIV5id62AFGUCIZuSFMwdxwPSo8jhtpBmH47i8M4s6BIHK0mHaVrL7jba1UiV7x3s/26qK6u6tb0gQC1bIaVTebtn8+fPiSndphFNdU2dlmlSpJ+UJ0cHAGMvZDD4+qhoRW0yjgM/xMaVO+QDqAy0hXAhGO3ZIP+cfnBG3og1altalwGqod33W+02DcDm9TSvPn5PCFW292bHFcyw70h26dXk9OApkVZdBZLER5Z8VqBt6oisixbaMx5U5jdq0Xa51rbIwa1Mzi9bm4yrzF5SbsUKmIgfAQqApBWF8bCWvTpjYpBR/nWBtAOoKTu6EEQoeciDbO4P6aFucOp2frZ9Qy8FdovbbsuJE0VLZlBXKBau1zSamJpTf0EisLJ4vyKkrZJXOPvfO9wS5qFimcm/fx7lQGLmA+tAZ6tK+FCd2WnJwIVzBaDDq16jY0c0HwSlSqPNBkL+hgLM8MSHjmLVSqWz9Rscmp6asurxhxUzOzk8vWk0ymp+YtXe/8E7v3Eyv8uGZ5TsrcO/9ne0uDCqEPs7FxLWBpjBDcxQOew/dP8G7XU6QpxthHfLZWUbm1I9u7NS3O2VounrPiqkwQze/IP1ekx6rnvNTizZbmrZ3PfOSlSSLjnSiKMdOIFYolqxHZCfAF4AvEm0dsc0/W6Xd/J89dvoNVnUgw8GWxEzUZnXTllaW7MXnX9R1ojoj2rMZn6kAE/lJu3H3tmQzofaas2qrpeC4bi1suACf0V5TS5CCbCwR0ROC2E9jiliRPS/JPmA+2HYkjwqLJNfW/fFqZWHO1jbXraA+8/w7XvB7kCnzLssba5Jh4Jzt3kc7u4+eDNArHET6/uE0tZF/q3aQP6kOwf762obVm1WrlApW3Vy1qXOLVs6XbeneXUXAy6aeKuGck6XsapTHFKd6mjtaugeOnClVjkOVjJ3DZObxlQK6uuplvKrg5TB964uVevrHwp1g9ndqiE2gexTFMs6bnZn1j6ZUl5eso9FcXqOJ+uaaTZ9bsOlizpaXV2x1dc0qshcX5ye8hDqPpDXSHwRrZwaqJyFRtkHSO8eA5Q/QOT1dsHvLjNbTcuYLtnn/vs3OzdrlK+esNK2gRYqeLodnk8hxbem+zcyHYCYYB0qONYY6YmB20iDUIrj0utySDjjz+degP1xF684pyl5e2fSAa0UjU18/J5JY83DuymVrtdRY3Y411Wnhqy4jXq82/aNj587xCAn6AzekEHSGwBPw17+D72mYX86Ea0aFszhUVKQGsOVU3A4nMK022lxSYCKytlZWLc1bKRgt6fHVi/DfUl/o2CafxlTf6NXb1qxtuTgX4H8PtusbGADageCHFNokYK+eHQRG5Qe9h46TH7SsA8lSrfdg6lWKsglOPdbHXkjpojpmQeZXfbWzVbO7b93UiKusMjPe9qwbeP36q1xpucmS39avN21NI/lMMdYcWhuzTU4w3yEfnvuqnMcMseXBw/LPVDujVEblp/Mt9yCbHQRO+EfIkZUNnqtMyXYt2sade/7p66mpaevUwtst9LVWp21XL1xSH0rslTdet7KCHuwbz58pDT63Hz/squtowGd8Vu4zguKZssmPjyFOCpFGdNdpVd7c7JTduX/PHwWvVatWyGoAq3qnpZMXnn3Gv3OBz2htbaqhE18I2tjkw8pmi7KLsX2H2z5I+MmEr9ElFWX00r2WBisydkoFn3CXKeg1bSKXtcXZCZuUp892qlZOtWzzniK6XMYWz1+y8rQMA4aW6W9xnqtMyknMeY9MeF4j9fcu4lYrRLYenSuNAoQcO/4OUBLUlL8Y6EG120k0iuuOOOwya8C3rmXd58RfXiNTPpOXwQDev2XFdMqeWajYeQX1hV5dd3Qs12nZnPrhYoXXbEKRZwWUjjelS0osDeJr9mW1W1EJWvmeeVn2ne7UlSN7ZlEOutfQ9RrFFdXhe21789Z9W7j8vEa2CoHkFVk0xrqAPAvqXH5hijPE5iFFnAjv0Um7Y2VmZafruHbESuIB09zacAhlPGSYzPLZ4b4tTGSlu3yrftOevzBn96+9Zp1NnF3L3vuu53x/rpS1c5N5W71zy+91HZHR66d05Cnj+hSpwICFJGfuKeQH3UIWO/I4Dlw3DwAlU9/wdjg5tJOU1cJqrrx0mMVa1W7dFp65YK/duWYrzU3ji9YvvPddvp+dLllxftLuLN0LcVIowh2UJ+oZ8IgjY5e/8Z8o0Xm5CyWmuo9CHJWzxbAPv4fOimnqppTITwjHYy/eaQeADHi1LSaHblzfWrOWdDk3U7YLL16xdF7nFNistALvfA6VT32Sv7KuoGeqaBmlUCmtGCyUWyrZJAK3YDnQR/4FvQy6SWggGyad9ef9ZwzaISZvF+XFtsScVdSXuyyQlV5jb6+eO6cA8L5Nzamfi8+JfNEqvBUju0bg++ILz1Osv2PdkaN3G0dS3nbSMeInnTmcOLxL8CekdEzk6ZJ8PquYL20zlbAuqNdo2DMXLtjdN9+0NustdP873/tuyalqs5UJW5iu2PLtu7IPQYZRns4u9Q3V9aRBzdazPCvF+xrK+Y9RKOk4KLQYyeTlnKdtdW3VUhp9J4qyGdFyelKjvuuK+rLFSau1iL7T4bvnPjLPWl0HlBJMdUgD+QsaO0uhRgUjcFIQtypHyIq0qDkahu1auCTNTAHrA3Br4TnOrDr8xuqq9LltnbYCG5yL/i/M5u3u9dctpxFAm3fu+Y47P1qDYVdRncFnUM8KuFl+IYy3+rNJS0qsgExtFxJrGTBULH7tyIiylyg6l7Iu3RbPZV9IVVSkWu2mtJWzzygswLl1ejahIK2pNmUdQphdGXZgBGXeiKcC2uvg0r0RlUKrspBnWh2w126I0p6cRspH591W3SYVzcA1LzB8+pMv+yddOUYrLiwq4BTo8szU8NZFWP43qJ9qIlxPQ31OGAGIaIhm/7iI9w5K3oWdfrKzT/IfBhk612g1rTI9aU0ZY36MhRXhpUrZGp2mFRmRosu5lH3yUx9XHCvudcyirjmNzkO9oVWjI4dtb9tBBbixKJNIp1/DAZeEyw4EozJGpDw3ZUQO2JIYqfkbRIN6QSyS4ql3uPjId6CRfQYMZtNz05Yv5W1lY8WPpzQqqzWrNqc25pvsG9VN66ifVKQn5LVk51KSSa1RVTmhj+DEcegcexrYJha/PcD/gA7HMIH74DSfoW8La0APMomjU2ZZfT2yiC8XSjadK1lBtvHWtTetUi7Y5spyWOM0cNoTGo33OjxJT1uttmVdbIYc/TavlMV2CPtkPQD47O7zDJ38k3qG/kB7DPbhn9+zWJyZFw34OAapGrWrf6QUUCIHt+Ui45VPfNwKGriytBiZXZpdsFSHwGCnb3j/GKRtDO8/Adhethamq8UMq4fU8Kg1xnxmomKNjZpN8AGZDOO+8IMRM7Nld+Kf+4u+2G4srVqhrIhPI1/GTHxpa2lpzV9li42+wzc1UgdnYjoeYrk7I3SOdsqL5z2HawbXscABN9jVWDaXx7HxGlZZA1M5L91w5+49m5oWf9W2fcEXfJ6itRv++pq8hXdI3mVdXpIzZPh75hB3vm4BLiPHASyS4cdlsvmcZeWs+WDG5iZvLZTtrqJ0XlljEWBLfOam5rztllbWLc2vb21sygAx9o8T6yHF0oNi79R1MtitC5GjvSCPc6RiSbSurctwF+z+Ms/E+dGNsm1WWzY1M+vXZNRRuzLoLSkvx+lU3tpdzHTUg/DwB7ND2V5nrDhmDPoFQI2QxbZCnQCoPyIajeEU8+M2pmIhb5sb6n/S3bXlJW+tykTRX7GZ4wMEAud4RbHP6k+BD2L0ZeDCyFTyEYNxVOMjD7gb6p9hdLoDp2M44xBgxA/6PfQwV7fDV0BYQc4/6o1U4LzDsFD7yvDEvs61FczxOtXszJTalmsU2GlEtrKsIF2OKdFgBWfVg2ed5xsDvNGSU/Djo3KlMPuiAmM/8oglpL38OyI9TwogWcmdzg7pMo7q4/mUTcqB8lmoGT4WJF1AJon6ACveC3gB3TdVnrDXX31FNn/SSoWcy8kLQSYIICaBop84OH0DehUsQmVRtq+6uWYl2e7lu3dct2fU9q16zeY1YucePr7ED5P1Fdxg0Sf81WQFAOiSikGe3jd08Y6uhvKfNLhDJ/lUpjq6M+Ej7NDdeGcZrG+uaARALM8vP5VtdXldg/merd9dsvOL56yqDru0uiYHWQyLEHTzgY9IvCOoLK+YMo8HbicRQYUerqPBlCy/thTjP28ELqQq0najyOCUy36Io+PzkvxaWbEoJ7+24c+f7y+3beHys9aqNawqx5FVh8iXJhTVHZ/uk8WAKfhmDtUT7Qf3aRnPnDVlyDPFggKzDTm2tosfVeTDEK+/9qYVZVyTesPzLly8olFfS6PeeevJiUWxAbZhUg+wjfsjYFcxQedCPUMYzvQTYdqTbVdKNjM7a81Gyy5dvux5zWbXZmTcX3/9dSvzK2I6Jr/T2RkRFdTGm9XwbnKsa7gKT643+uMH8aoADOeoGC6RusGOwXg49OF/8LrapYuXPI8f0Jmdm3H+S+K/5fzzitcO/8VC0V9rc/Z21fmgkYrycInHa3eL40Ac9nvowzINrTlUz579g9Bo8LGjgn8IJq0+kMmkbEMDEEbBEXz+mfUDMY8V9oBnuPFX6RzbDno3cylRsDvn4fE4nqHvwl79kYxnJ2Zttb5uG+2uVRX41Btt66r+voLcvuSSS2sQVq36ve966Z12995d/3jRYTwf1ibDgM/H9QzdsacJO3LMPNrhjYrLl/jFSelkvWULs3P26quvqi0yvkgYtLusa6e1BfmF9kBPIh61b54FUmsb68nM1KSil3u2cH7R+izxVwdZUYR/9dnn/UMWfRn2vFw/0S3MdqUENEaa6SSd4309RgBtRTj8ShvPyfh5xokJRni7EeSM0YiGIzT2cUDZsRR36vFIlYSRpdnG5pbNir/79xR4nNNotNnWaC5nq1sb/p5qXU6OSJVftMLgADod7yy74dGWFe8oP8rBe86Vyelt/s4ew7KMiN0NhycDog5Fx+VLTxizZ65e9s8l9sVnW+2XUdt2JINSXte5E+/bskY3fLJzPx3eaUPwsF37AMQKBh3wAX15IGOwVf2c4nB5eVm0nvM8PhjTbjPNW/A2rFSm3JDQpltq85KCMd4/57ouHZg2prghRI68qm36hq8KV8T6R8VDlRMv2ufi5eX7x+b/gWnPofLZBXC+SyYgnjyScF0y1K8i2Pf8PfXt1xYP1BmxfYJvDCTuOCgX512v88nZOfGuAFbHcQv/1ItTCT8yRA17aw2I1fFoJfIPvNp4cpuG/YGdRMbReZ3ke+iOYZlAyx4ZzcgWX3vzLZtW0Jto5Do/P2/rW5tuD9ALVv23cLT8ZoBkx5Q4MuQTvTdu3LCrV/gE8h4MeKaqI9jfxafXd8LvoW9jD9/bEIHBPizoQC056B9ZXmHsd2xiqH/wwZwJBRx8UTArm9jls9CRxr2MPmT7P26kPXrpSsAZOVaen2qEze/kziuCuf7G6+5ueb4E4GGglp5w73mN6mtE+oOc+M4pRoNvN5M/nAK4n5KP78wB5SFuF7lXoHJJTknIn5Mz56Mag8kFy+Q0glNUf06jhhsawXDddmC+C6GcdKZgVTk/pzWVc2cOIn9nj2FZxhRoB1mNWDDksJiWAZubnfZOhiPDudO2rB/gl8yqW1Xv3NxLxwPctzcF7NQxEnYXuqsez34gIyLoX6A1fAwDo83HZHBmq+KJc3TWOCKcVNsF55L268jnKOpQTLuq2j6I/O7wvH3NiHiocuJF+1w8Cv8PYKh8dkkPyAQ8kLE/Dv89dBnMoTLYHW6HWO82Yp0xCZS5vi49Fi/URZkEK8wIiOWBIQ/vPbPlPNP/yIFvuQcMt+1OQr9Iw/wPqt1zcDCgKzq1E3+GDvYSNnys9OaN6za9OG813vZQH++ov2PHGZigN/475yVma6quIyCOqK9e5XcStLM3DTC0eyDg09tZGH6GTh376t9xsZfGmIRoy+gf8Jmlf6ytSg67+wc/QNOXI+e+DV2HvIbL2YWD8s8YaaaBwOKiRudiCkHTCEtLS4POcDjomERz/PIW99NgUTFiRz5LvN35OwrQX6lUbGODmZa+ByEYQTDFN3CFWUXvXMfrRTgCDB48Py2IP/gB7fAAL/AE4B3Ac2w72pLrnoyAbHQ8yfwf9XvoowJ+KAv9ZstoDDnQz3GcHBO8cMx0L/aALU4m/N792xvoAUEUNg/5owPoRNQH5IJM0Ad+cx7ZIBfyxv3j6eM/TSPTqAAnR6PS6R42gsQpfPrTn3YBcR9TSygDgnkS8Hbn7yhA/6c+9Sk3dsgBujF0kX6UO8ro7t27dunSJe8ARNE873zSAY3QCs3QDg/wAk/wBp8k2oy2o91pS36k5GkIyI7Ck84/hhLjGJ0ox3GKEyM7KnDk8MooiylifoQFWQDqIB+e6fcAWl555ZXtvnDaiDKnz9EG0BSPkclpgzrhFScNLSSOGbVCB/Rg11577bXtkSztwvXR2Y0C+KQ+QLvDM3InH1pOG59p9iGlBk2iotGwdDrSsLLBKB0DIQCujXk4xXgtkTBKgKBwJDFqPmu83fk7DMP0x334hA8MIMfwimzgF9lEY0dHeBoQaY20ww9tDj8YKTrm9evXfbSIsYoGf1g2TzOedP7RLRwq/SoC4x4dyCigXPjFAcEvgHfqxDiTF0foXMdo9dy5c37f4xihUyc0sAW0E/0PhwZ9jwvIG5nE/s7oc9iBoxMMeLBn0HdStA3zGds8OlHa5HHgM8k+uMWOjowtDBPV0BA08FHAuQE6SlTaGNmdRIR3Eni783cY4rQR000oNEaVDoYsoJ9OjjxiEMN1KHIc0TwNgFZohnZ4gBd4grcYlMS2QgZMw4K3y5Tik8w/Rhx9gw6MJWBLwtCOCpwyvAPkwHQpdQIMNoY79luO6fcgbk8bsU5kQHvQ7+JxpPs0gd2iPoIa6sZ5oQNRJiD2da7DPkIb+yehH5RFfQDnCc/oAvnI5nHgM8k++AidHRhmFyHDKEAQcaqG/OgYuS7mAZSG1ZMgRmFxNPuk4O3O32EgcGENAUCRmZaEfvjE4CEDeB/mE8Xm2id9BoJZEqZRY7QfeYA32pf3nXEeHMe2G77uacfTwP9Bv4cOTbHPHRfROYL79+/76DuCstH7e/fuuXFmVg2wj2N7XH0YGqPzoF9FmrFJpz0CHJYP+hBtH7IH9HH0Z3i2kaCIaeeTAjxH/Yw80zbIA104TXym2Yc0DMMYjMA0DU7kTD4d8Chwb7wuCgQnQVko01nj7c7fUYjGBMALnQlDRmeCD7Z0LuSBctOZ6WTkPenOHMQpQmiGdniAl2gw6KxsMSSx7QBt+jS031F40vnHYRz0HjrHoyKWEfUXZw2vgHoYlQEcOED348zA43DmtAsOFVkjexxHPH4c07nYKfQCp0qbIy/45hjdwNmxj0w4BrHfx9nJUQCf0ACwn/BMXeSftjMHn2n2YXuEfhgQBp0DxgENEvOedkT2aeBoHMgbzn/aEfmh/eI25r/dgTFBVyOvdFIMKjoc5fB2xpPA/3C/imD/pPpWLJfy4mgwOjBAIBvz2A5ff9qIdpItQObUG9vhcQB+qS869JgX5XGaGOYzDojQPep/EvzHk9A/ThJvf4s2xhhjnBmOfA99RFBmNMaPguPe96jAaUUnEWcp4nGcSXg7Az5jO+PM4RlHiSN9OwwInzSMHfoYY4xxajjt99DHGGOMHYwd+hhjjHFqwGnznJZnp4zUOGbqlW18Zvt2BtO5jFIZlZ/FM/SzBnzGaf2zeIb+mYaxQx9jjDFODXFUzhbDzvR7XHwUF1+NMcYYJ4OxQx9jjDFODYzKGJHy3DSOyNmSGKm93TF+hn7276F/JmHs0McYY4xTA0b8oN9Dx7mNMcYYJ4f0zs/OEUXxDh6p69kknnJ0UxnfJunEkpSS9h+MBYi296ZQRizHy/C0+5qREIgRKAseeHdQW/JjFX4N+ZE/9kPd/FhoSMOINz75CPLcSQH8olL4VaWQ4G+nqTGjITYe5nHAc4LsBinmDbBTXszfOXd8HFzOcH0PppPCYbwMnwuJer1PDLYnQcdDlREvOjnGHZEftnuLjnnDaRsPZOyPI99D31MOu8P0DJ3anbnrxAjwch5s55iirj1Q5QMZ++O0n6EP0zactqEDfiV2188QS+zIuJeGR7CzDffv6V8hcyc9AuDzsT5D30NjONzNF9uIBGM4UMOA4Nf4nfxhhPuG8EDGk4FUvysNE+2pFJ+5Cy/VJ1ZQg0+GRlfC/fEm4UQhcN5t9yzppC2jQ/l6SlG+rhz8zKoK85TIbfCT8eRG3ndycTMc09jHnChQoX0K9ura2kC/auuL2p46C63llYi2TFXb+KEAnU/KujLntKFX6By/gQv4ndxer2uZNFyLwaGGCwpARuA1/Lji2QAqOkO08TvmQdp964vO4MRDZ0JOOeXRh8v5jKV7fat3Ja9MVlfrStqujyPXlrb0NtEN2YI2lJOWLgS+E+3F8CDjmnHM9oNWDxygFTlmBqUGwMPA9LAzBE5kRbNfcChyubz11cD8/jPodDCwOBTVBtlqa2r3Mgd8AmTp9HEOmXBOOt1TvV2dhWpq57tSo2gA0qSWKMFoeHcZ4EMATYchmw3v1PJb4Orp4p/3s3n3VpyqA9NjqAoeoCFIgF4qHdKxJKf9UAc/NivN0Q3K4SYK5F3dI5ohjsRxZhHsp7gxNL8GC6G9e9rSUkH+tHJoEY0ldJFnDUCuQNkxn/u7fam0dFXb4ffQYx7b4eulHPzxw22QrwQ9CjuUQl3Bdkk6kt22wUdwXH8AcFoEMNF5neR76LBBqZGdyAWUZZTpbCBf0djrSAaSR1pGgOtrXfS+J/2lH7kFkC7R5mgAXIffgHe57xEPJ8im+x1l/4b5PI330KNz3m6CKAxlsNvR+aDJcAN3aLf0oA+/0i++2y6b0O1i06SOLXmFvPaQWzCdfh0lUB7S8fb3E8qBh+3Kzx78RPbAeEAyXOAY5XDJG05DwGlkdDn3hbskInEdLkM5MP3hbxTE3mJ2DOZJIdDuWxw4UqbC7SrYGZzXfjTcEcNHkRMQDet+25Pn4dHhdCjRgUl0Tuin/fbVM78epQZwgJOiRTkhKXDCDbD4GnIWcKkrBpLh7wnxTjBI2oPgzEM9QYuYNQptt40B8/B7cOJ6uNSlnuJ+yA9QzsCZ+1063Ksf4dowOxW5j/vHxfC9kRLqfliEa4epOGi7XfpguxsuD51CZ9IhElReMOjDoJRY0sPisPfQcbAR7pdV4Q6FTtUBFO+AFsFguywoY2iLg4rbkBe3AzcwFGB4RdvHu2uNTmMX/PqwexhO8xm6WDmwn4f+AwKRtO9wP3OZaev94IAy/J5w+wP8Bt07GvDZPaX30CEHH+Pehrbbk0JvDdjZ25EZ/DmPA5C37fcilBlDvlheiosI8ndd+GQACzboqQiXkCSMmNMSSF75OaWCOPK3R7XvfUL3uG4oKViRmSUEYFqeUZycg3omI8JtAQwSBkJjI6805o0EFeDlQo+LPSKeGCSmEVLwlVfNjMo1QlEeLHCvR7NDCcZS4n+Xssfz2g1b7j5bQEtWtNBGGUW9jLqJHtPaz6gBcjrOi49cvGbAgyWMe5BHzlrqmR7CpfKSSU4dVdG09i2jsafPUAR9AM779p6CgjhKGQHBiT5YDu2y3Xy+xRGHsVK4A/nrWCN8tO/g1FMCGJWQt7MFkoV45rFSV8a2p4u5o6f9vnTGR8AEOl4ztAQaomRC2aMjlB4QnNDuFPPjNu4DaIr6+uAWuQm0/eA46HfIRy88IW9OoR/hEl0jw6uRDKPS+A/n1lPnp353GkN07IfD30NXnx2Idjc/O/aBwCJcMNgqJWoPkeWJ9uqK8K4UuyvafH+w9UeEHHve4Dq2ot/3/RqK1B9P1EhG3IYEDcOhhc84uCFEUGcL7HSGJPrUe30LrbRUaHToRL67aY3cpaIgldISRoakM/zbvsoDfSWfjYm9L6QdqZwNov3ooRPQqH0SeWzRYf7BkyeOleA7rZTDbchOYhvFkEQ1kJMPCvFvBD5hMJEMHue6LBnRuuPZLdezBpoKF95QYYctRMro6dDdvOjOWEvC0RUwzp+B7Lxja5epsmhCXcBeFpcEkaNoJNTAz1COBDsqQi0IGiooVHDlYxuqCDTiyHOiiynmoaldCnClp6EiSdpPc6zYL600XA5GQtf2ObcriDgDiImUN4ro8CQ+RG84EY6jUwt50C/ulNp0AG39kYVAYBY6qNwUDh2XhXPnvBJ6EGcBSLKFQRdOFdAfdSboUehwHCup/pB7WIqmmIYNecPbvpQc6ZAoOe6HxL0EP9IXOoOOoYXQNYREoZTjghLBfmW4zg0uiPtB/3YfY1x8algNctB273XIgy2g7mjMdqWBEDB63uY61O0OLvfAJ2YcAkZOB72HXmvUAwFK7iO1S5CU1R7T+2w57e2sk8Mpksge97k+7NkGxOBg//PwEOQincBuDNJOy0LDToABqN+d/+AR3WE47Wfo233cA7X4gFNtrX+0OUEL18An7eb2TfvOghs1klrXhSqpa5vSMduAwXawIXu7rJB1KODzNJ+hM2jEEqPVPcmWLQk5kzxI6WeVcOBZ1+eUtoHvoPtO3TYzUV7Ir6vgryOp9jx5HZ5Ed/SBTxhSTbgWkWmrqc2aA4WgOxFJ54OA+m3LylGk8+EXePrtLet189L7vHXEFHdg+lLyDh75y+l58KJe6tEs5xEYyueC8z8BPnI+rmRUsz8Dw/IwfQUldL+SGlMjTFVDjisx18Rn7OIrJEDzNL1Rc/kKjKjjragBMdwFFcFYjAIwaYByiPMx9ymVUtTfoLCPH+KFZ9CSa+DLuR1sA+ACR83MCXSyLZfUtmKj0Van0qXOnW5jTYS3W7h1N8hEVSg7bsnLjNZ+6jqDfZXjxmRw6ERIxupQRMfoF6eQOa4Uo8OWkXS8ZT/kc9IDGY6OPyuXgemqRbMy57oJezzgxLG3HEiAs7ANuh1kHSgBuJ7j848oCRAHB3tATZQ8vB1GoJ3cvWd2UCxIz3W6JQOKBJFDXv0Wrc9Jv7PcGptgrwDAthB0twQ2cBVeI5LP0RZcdwgYlfMc203NAPF5aihpPwxkun1PaGecb+CbK6QBtIlG+mHUrOBMQUNGDoRtPh8cZrvd2M5jS5lOi8/KBItH+cFxD7beKEiMcnfojrKOWSlfRHQwTvMZutPia0PQodBDsEqBQnK5AguQsXa/azm1e6koenVBTX0fXku9cAyb20lw9oIIfBslsFv+wRkObtkXw3wOP0MnRUd/XEBHWPUVMFBTt2HD2G6rsAnHJGVU1D9a6hMd/IiOfb1FPmttSZKRfcttPUFTCOaxomEUjEdg1C8/qO2TAo/TIbcnwlgi0VMn72sfY+kXqMMEIy82oiAY6f7/2fuzGNm2dc8P+qLvI/tc7V57n/bec6s3drnsW0CVDcgIYYkXSwgZkIWEkBAvRraReOCJN2MbIQTCEgjJQgLJRrLEixEYUZTr2uWy695T97R7n92tLvvo+wj+v2/EiIzMld3KyFiZa534rzVy9mOOrxlfM8acM+SIEW4QKueE/A5lnTnzuF+FOzAM6BXQWbzDLGYMA7gZTAfexVXEelXvkaRKUPDQ0hD3c2fvqg5aTokIdUwzszMldPlQV1zeM8go1DbPqKdBWCjIL+Q4obWBCwE6lgxvLvjlEhgzLj7KouJ8CxcFEn1d11O07sGtDNPpENfdA10LbUZ30BuWgYaztET5XrYUEdJFELfj8YhIBVyMJVwREO/uGZzgbcOJzDmoRRDqm24ItG+ehnD/sJwvILYdKV+0jBfO9pOpsJQQncYoY3Ce6DNF/dnrOUVs41XAiGPQL3oPfaRglMAi/CX30Q3EU58uIDmIw0cCa/POJIImO+986EKym1t6kDotHI9LjjPkyrVBq4JO4Az9lOmS2l3t1SF4tuCMjKRTlOuwzDl0hzc4tJM2+vSadp3V4yA1dzzQr46f1j/nFWARSdH1kUyW2E/swcyehkNnLrkK0DlUIAXm59DZfxcPxUUaY+FPsE9a1XqUmS+nxfXIT2Z/0i1l1IuIaOmDJ8BrMFEbrGr0MmjJtJoHg0R3PLVK05YhKBQfBoSOQpFApCXZFLM0UkgfMtG54mZSzkB7/LR5hO6iCoigz0AXyTAGB6nzFuKI6p70VR8K4+bA62VonQazHUFAESYC6K6CSz04ap7NIVhM0hj9H3pGp5ZK8c5UMoVfL+aEMGBxpVwIc+ydKWlYBHBcbZXI/KlmnorP5te1P2Ht4bEOk7lR4BtXogFILygr8WeoBP7yz0MzLZFkUiHEIhwgf2Aoa+pupk4jtJ87SK68mcD0gbcB6G4TCWuCjKVHOpnCdRcts2kFn4q+J3IOXqMUNy1jMhFDMCwz9dS5usJXAXR6x59uA07xsQ6yonihsp7As1uCdvm9Q3tBbFK8N9sX3QG+h4g8nvHussBT/vrXG8IQtXugogzE51jS9EWdNgWWAL75jWMBnBOI9xsOdSA+/a4cf76KC3HZ76Ej+4EKoGrGBcMwcNwDghxOZXGa00O/jzBAlz8nI16qMyfSkqs/5Y6OJJR1dbVPScqw70s/X8xmxKGPY6ayKaCFeuGD28H5g7J1YeoC/Q88pg9cRz8OHGeOvg3l3OYd+kLD7jAEecY20pDYGNjHOnqqPkDmmZUu5JIE/dKHbhixGosdOGoAzZHrgGrRyTMsmC49OBJuYr+hOWbjkWZP/MSPRYbdaQI6e76fRtA0D8jmDnpQAk0qWd16K13UtT076WoD4oZdRR5qKz6PgGMUghG/QQwwZ/VRifg5DfQfAvDJ7whxPhIL0F7tCOdhTMM5nBtMO3M3U8apQ4ZhSEBFOguDQ5lWivNAjFw/3XV76BYgBAgYCRQntJRDsXj7+IfB8BvzR51fDfBppmnbQ4NEA3Rofb7wHASKTMGQMBLxIACbVaAIuQxVYid14gUeHgP+PARB0GTgPFFXV5GTU4lSCa4PVoRtXDivGoZgiGO4CMKZxRBqCrKKiM0+gxmfkQ/nxxICAB8BumJJoQ5v/9wy7KPINcnpJ8STxFhl0tO14okMfzRc0Moq7Q0Pymnjjjqyt+Uc4q7I43lehzbPI7bjsmXEuf3TiqLOMDozUNf1aTROiacDGuQlZLrhMK26Wguueg/dgyb9xbG7ztEnMZqxyFqj10Bbs7/cl56e4nwQ++20z8al93dtep9ne+68sK2+oE1omd7G8Q5FXDMDZ4dz6AUXnH0GOCycN058OXPoogAr7kP/0BXaF9vs+uqbYT88d/s8PT4Q4bz7Q0+PvJ5B21AXrp9d4rzC9t3E/kHnsubQvR0q2DSWbMd2su5FG3EdQKPru9b7YoPrPVdTgbYHJHHq10zlOeArnWFW4J2WsUz5+lCQTCeaiqAOrdMPP2YPoV0ZsoG8XD/ZVfub4lhHfa05pWdgHRm7kYLfIT3bsycRLwYMFBUP6YgeLUM46zBGakHE4/MUHAtMnX+H+rYIjiUMjITMXPU7yMhxUjIZg571O4rS/eEPAhK5pzazL7RtaKnMSO3uWkpeOqnDwwlGZ6Aobqh2qguIbkpv0FdEKsOf7EkpT7RT0Zxz7F343Cj0LxVj2zv4Vu3oqZ3ivcihc76V0YS6g3ZdOqe1ZFueWzIc7Yv92mcdyVQ0Wt2yg6blBupo6mRl8aMqPq7pSEWlOlFEr/2ZdtvSKjnJL9loWLanjKMvgyQOL12dpT8TRfhj6Va/K1oSCkEGWkd5EJ+PqkiulyzL1bVgiLRZqzUk35DZJ3gJXftaDHvqHt2G5EnmBgfHuo+CnjfffqUzGY8ICMYN94+Binq2GOZ1JDigeDc0OJhf3zd1XrxT35UsyGb91S/ROUxfXjJbG+rHygzV3MNO0/qFrK8Psyllp2N7tf9adxnbUavmRr0x6ut89U2d0xxItxEwTeT29G1/BzdMXJGdXgceiPPpN7cDYRvEbWqYUhjqny8ymJz2em/Pm3BUP9H5CjOVcTf2pcvslYUeqC83DpGfTkqlrVdv+TLUqwq03m+oD/C8h87h3H5LfVfX4gwmTAt4O0I5qskWaoXkd9rAULfaNG0pVkX8Ci79voBz6qvhrzsNGylRRG59Ave0LF9yZLV+2960a8ZEx36/ZW2avlZ024AZdD3QOmRCXgSnBSrD8rgm3gqNVtOOj+vOMwifwKD5C98DUf4LYdoOiBj1JAvapP5E4EDt9ePaTHwUTAIFTC+z0XrRWtrXEx9fdRvWzGEVRasurI379vbkSLYzJR4cKxvPygfqQD5vIxV5xneDoHtGYtL/WiFjWf00Z71R1uodCSmdsnV1fDIzdX/rt2X0C2XpCXPsSevJ8NVl0MsMafWlHmMZjjxz8MFJM0ox6slBiiHVsqJQDKQ7c2lRuiDnk3THQ5/NiyG3NY0htkcsgFoQH38RF62Rk5PSZTO6p9KPZhNBp3woDrvugaPa0On0rVDkIT81Rv+HytLa2lcsFK3fl/mW8mWm51KnLIh12keWzRcsxfA1T4NfAJTrThT3UjBsJuOlNn355Ut79NmPFGyl/UGoVmcoGSrIGXSsqOaNOnUps9qTK4iudevo0slIXb0p9SXQSRbUyfPiJusohvgDve7kEKgcHxG1eBLGuFL+UF2hou1bkjiXmwXnoN4xi/pxdAqoem0FEAW5L59vY+hQuUYq7z6bDjzqhZGDy1Aulz0jGCmg7HX7PuzLNsN9kAp19UbPNss5G9YPpeNDe/v9t/bopz/REQk9kRO5yqggWXsglZakxBe/Lw2Z6t2twFOJUx1hCBgwpA3gTVf9qCSZTV2T9Hjg0whjPoShftpTZ+PZB/iGWM4vSzkeDiUjGlur37Gcrh1qO60+mBEPGJXpK3Mcy8E36cvZgox2zZ5u7nrYwms90wdtQqXAU3RcGvyA9svpZ7j9xYsX1lAgCN+Pjo5sa2tLwVXN8hXZBtXJv4xqStGVyRrIfIigxY+OHFRKna8z7KrtaUuJ3owy0s7evmSYttzmdjhXutil/eJnvsLDrUl7vLNtzMO/Pjr0/W05JK7N5OX9/GFOEdVW/1HGfKB2VXT+UHqW1jmNZtvyqayVczov0s/4LR+okV6GRwwnso9q0zXyJxtdxpA7NpTPgTHhWVEbhgrAiuJRt1mzcqXkut3RUbfZ0pdSumgVtcMTGtHX5UHFksIi0cOII7IOUxiBHg8C6w0P/NYYZUlCrVjZldVtyq6U1HY5wGvIX9qQu9hv/VpXKisdl42j2T3pGHqNrUoxckESMFVb5EeCTWZOwApfNrIEmBP5s5E1x221ibFI2QnpY0GVkrSMen3L4LMIYDJ56dOR7Tze9f7IBIaqejBIWked+fWepdpJKyayti0h5f2hKhEtyk+Ox5bLb0nxcyKgqrIugcpQyikeSpvG2Zy1MlnTaR6xNERlWxSmy3nLV6tiIpyekkyHcAcRcFdBGnFzYCsOQYZPO5WfeOHBmzcHx9bXrVPFvKXXMtaTHh7pnIYKARjzjPg2p29Sle9KWyVbVCSvYzIqaTm/EcTRgxiPVAWF7K5sAnPRyhmWnolfAilv+7e/EePb9qPPf2hlOZ8NOSw40WmEuc2sVLJ5pE7bF22pXTv8tu7xVZpXN/iaXnJHGzJk6ZIi/JQrek8kMvyKQ1A8YO23ik5TBevuiVkYXWXoREQFnMWSkZXxTciBk5EzpfJW2RWd8uVex0i68nkZdQUwl5WJAsnnT57a3qu3lpOc0bmUsvNuq62oux+yl66CWfaXpecK/h79RM5cxvHk5XdSLrQrDlhGfVNRBw9745HlYObM5YS7rZY1TxSASZd/9ac/l/zUN3X7ohQ+L8d40TIjw/b508dW339la1kFe9pfTqmf9NoKYCTPQc9SjRMPrDd0r4z66CM5ybaC8VeHhx4suCLNkznVd3Zfh6veQ/cH31Qx9dBnHXEYUzs9bpQDxccc144kSzlCbXX33lqhWrGcyqhXl7Nq2iQ7Vv9OWn5DOp0e2S9+9Q+VXR3aW13351rHWxXXdUwqO9Z6n2u6LRuTfYqe7Z0tS3Y74k/CugoecDx5BcQXIbLkvgHLjntNtSdpv5WujnmSXfIrSb+ZQjJlnHzSp1c7tA0Ffyk5LBl16YHWZYdL6jtlnV8RTwuqbEYtxMkpplW2qiV7In0YSk+aXYwgZkeBAyMtylzvG1nZdAwez0y0ZAcbkica88s//VPZKtkpgj0kNtUvtrBa0LymAp+ePntqx4cvraoAUemJPFza0v2ujRrH4pn8SLMl3c3IDxb9uarHcubHcvLfK1CMavtQkKh//4vJP/lf/Ofsl9/25GvXzKrPRbHIwoPxTnNeDvn1Gy3lvHgAiCx7IkapI9kTRcfqBG7gGe/lAQFFn64ZOS33vlFG9cYyPoSp4orCsIUM6LRLEDrcVi3I8IimEBMvkMlWBWfu72CLHh3fO2naP/bX/yv26jtFIT2JsvxI0pSaNw7URm1npJhv3spzq+0ZDIkqUERpHZ3/6Im8mepn6FGZItG5JbhfT1mSjEJ734ajw5D53kV08r6QgbOx2qVsfK8+sad/9DdkgDfVVrUFukrKVNoyWKTaPWUiMmCmaLawtSOjJQe5tye5ThU+JZm7fMUTeIDMRpJx/8h+9HTDfv0P/56SeAlWVddl6Atrm5aWw1yE6pChk4eiA6Ed/qUyB3tlypUJDpRJ1JpNW998xB4XyR/9pb9hr79V+3k4zrPkS4DhUTZY+sEPrPXqlWiSbig7Mj75WNCxoWhiuL0tHcj1rTQ6se9/9ae2viEdYTRCejVJ8uEZxqsCuJvPNqmNC8v9XIYOfSH3hQOEDMoMlHn2FIBsrKkPctd21549eiwnqUxMe2aG+AJwjKDl2caavVLmTc1wWr7PiuJDV31XWmQMqvZ1clee/c+/+p2V1zdsLVMl8fEPzzjxXIxukLKr+EiAn3E55kepyNRwlGSnOPaa+F6ulp1OMkOeJjcCTSBeDLRKhs6bwCXpJl+RaL19bX/0/HNbl6GuD8aW1SVtNWm9mFNc2/NmIp8f/eCF/fJ33/r6j3/4wr766lu3FLS2VMzqXMlagQ2Z7aF0QlbMmED75atvbPPJc+f8Sa1hjxQ0eKXwgD/YgORQFoBW85FsAmc4ejHiA4AxEyUrhR8xS18ExNaMz33/5nv7m3/hL9vk+MQ/JEXIhF2ldoaPK4WEHXQm9mi9ZLWTlrd2Te2uk/BoHbFyLpyHX2xTNzzBhf9Hf/af2g/+6A9lHvPeTwkq1/NK1phGndqEyzBP512/tuYNFQFjJaX1btvWthktndhIwcdnsnG9RkvOOWTR3CnSJcvmBdrpB02J9dHWmn13GPoH5GzogqoC4G47jJfRR5hoasv//YOvvrTs7qb0KP/gMvTEz9uTyV/8/C/b3/qX/heWWPup/fmbrjWUdQ5SffviB8/s8PV3trO2YcOWyFLaxnD5RD08VU5Y8/CNFTsNW2cYU0Y1KQEN+x0rpAZSrm/t7/8//i928t3fsbIYlkL1yM7VUSfKJPs4D4G/V+jDleD9ZLlVrfGgTt4HABw49GR4g7AxSNjm1k/tv/0/+l/aKPfcfvl93frKwmqDpj378R/Yy4OOVeQoulIIhtrHqoQOiOLVjmqyWxN1iJJ8Z1d0SQn9gamu1Y7f2O/+X/83O/ntv2vVOaP1IYGi9cXTI6XVQzHyxe5/yX78L/7L1i88tkzlsb1RRv1oc80OZQQ3yjnb3Vy3l8qWeO6guL4p3e/ZoPFSQexI8s4rGGDahCHEoeVGiu5HJ7aVqNv/59/+1+3Ll7+Q8vYUD/DmsRyc/nZHHdtW5h4k+f64iUNvKZAqlsV/3ZMHURtdOXjp54vHP7L/+v/gX7OXxT+wk7Qy60vAEDtOBOOBc8GRsOSpX6aS0tLLLzZEwfFXVmi+sv/g//xvyGG+tXHz2JJE/zpjosg9OnRaR0vTyBwDf1UwcRNc49Cb9YZtVJXNskuluadAdDCyH33+hf3zf/w37YUyrnIfc3Mx4qtC8/RjTKG/rQCPYe/Czob9VpnsnvrNv/8nf98O1RcackB8772arXg86I/K0IapQ/cP12iTb/lfp/nc86L30HP58AS+j4DgzCmeoYsPWhBrMdWx3zi03cqaJQdtxZ9Je5Ku2L/4z/yXbTuRtSfZor366hsrKJlgKL2oIP1IWdpkKJ1W9sXUAnxlWVlf82dpuuLZSDx79sMv7Bff/87qjGZ89tT+vf/w/22/qB3bfr1u1fVdb6fbJ2inQPHUocch9/AePm2+GMt06MhjxEOGou0PylX75//G37QdrT+tVK3fqKlfT+ztyYFi+4I7JL7J0FKCU8wWrKr+npbsv+7v+aBjVrbdg1TxHxvfVUbfUoLz7/9Hf8d+p36C/h+1GrZW2hRPEm5r6/tHVpVju0oBlu3Qm8d1BZ8KLkQD2nV0vCc9GdofPf3M/hv/1B/btjS0pMAvJ/4zyjWUDWfIvacIkoecd5PSCWX2xJEEjlnZN1Q80dWWgr5ypmgbG9v2WsFwQ4T+e//w/2v/eV0+ZyQdystWMiVzXQf4gEjmCvrbS1kzu2OvBlXrrv/UKj/7x2z8/B+z33TKdlT5kf12sGmtzT+yV6ln9lqlvfGH9lV/zU4qX1hr7Q+tu/WX7KT8E6vr3Gblhzba/IklNn8oCaY9yqNT+tAHWiBBJiZ9sZknpxcD1cYnXt3gAZbTOSCi7LScN2PI3cyW7Y83rFP5iVX/8G+bffZP2Z+35ezKP7XfiL769h/Yq9wzeyOn39j+mX2pfYfVH9rJxk+tufOH4sMXdlz+gcrn1laA0NP51s97OIGhmjdWHwoYVJ64bisi3aPHKqXpFnetv/7CXtmWtao/tq/tifWe/DV7mZbx6m5b+/F/wQ7W/6J92X9kR+uS2/Zfs5PNvyw6/7Idr/9lq238RWtIpp2qaKz+wCZrn3m9BRnLgqJy5tSOFQx1RXlBzvwucGF/mATplmSoyCKPFG0fnjSUcCeNpMl6knn1ke2ln9nL7I/sVeZHFy6/T/3Ajtb+om+/zv/Evk18bl9Nntvb/E/tuPozOyiKR6Mt0fsj65Sfiqkl21fI3mFcf/bRo9DC2E6W7nr9QTXK7TFT2wuYgE7jzKVc1m00PTMvy7GVdx/JySasoGBzQwZzR/LfVRZ/0XKtUbfHyqTWmwq8ZZhLx0eWPzqwrU7bHjOveqCg9eW+tCRp6z31SaUuQxnuxLDvht9pDQSfFp0bniDwjSuBEceg48jOv4cO+xiBCE+fT8u0Thy6J+xaL1XK1lPw6T+mo8AArSupUcl6zdpffWXPVNEPshmnKfHqpRUOD2yj3bK/sFa1P9S17M9rX/rNa9vude1HOQUCcvatL7+0x6m0PVIQkJR+jcRf67Rsc71i/XFX9ybkFGZ0C1P7cj3lATjz6NQIbOadOYHWYlALGXnz4Gpo1dHABqK/983X1vzVr23w9e/siRzZjxXsPJY8swdv7Its0ja7LWv+9leWfvvGHveGofRZju1Rf2TbA+mVAs2q9KvbVVok/eEdokqpbAPZ7gMFPSOO78iZXwPoZGQG3Pl76BJCeaOq7jG2E+l3u9+2jfV129je8od5i+o3awpKN4dj2+lPnDZofDKl+anKxtGJPZd92VH/eiTHvnF8YpXDQ9uWLjxVu9e0P7m353pSJCglslPwOxzysaKbasGHQ3LE2IMijdJoaO39PRs12rb3fcsmXWmumMB7i6OGovnjtqLRrP6lra0ojwnMZKps9dSOfTvatG/bZfuuV7XvuiV70y9YO6esqbBlXdHMaLwbRnoww/U86HJjk3AVcNlkSmIyDpXeFy2kwEMPDEkxXdBMrdvXtaS97Ffs54cZ288+sXZKUXhOCtEZWENRVyKlDqcstVEXfR11gLSyuSHGtG21/WNFgzVrqXRkSDLcb9EIc0HIVFh+fGI/Kg7sc5qyVbRHWfFEyj2syfnlyzZWRptLFy2TKFpjX/v7yimSeEQFawdjq7c2rdZ6aq3WY+tpvd9Yt3Zj03oNRa61kupiruwpAx5WVL/8YXnXXqTXbFeaUFKHXzDHuBZ9GZpUJiejXrL1rYoMuzIDdFaOvqdj6JVH1JeUnjKyTksROBlbr+/b426Pq5SWFG1QfWHfD9bs9XjdRtXPzZ7/zFKVpOXkDPz5DwJR1RNBFkMJznzuwJLQk2NmDj0vY5pgiogHfeR8GJ0qyDH1By3rDmvWU7loOZw0ZYRllDJ9OcmO+kRLV7YsWxjbWjFta8pmCtLp3ZEyO2Vwz0RyTvvWciWX7ax/sjItvPkxS1qvAUb8qt9D9zl0d+Z+KED3gLvUz9A2dod9aTy6HPKGWJCSLNv1E8sU5SBzPXtV/95OhkeWXpfDerFuqbWEfXf8jX179LUlKhPb+nzDj9VGx34u1yj5smImZUUyRvUZfyBMjg83wzwxX9VzUaucB7EF7LhXKEFKrok32YHlUNVKwirbRctXUvbk+Ya9+FyBn479+a//gfVHdVvfyVuzt28F8eNnf/UH6hN1K0iXqrWOStvK9baV6h3Ly7HlGl1Lt3r2jAxU/aV2cmjdgfapT1TX1qRTCh4UQNw3E7oKWkephJXLFctls5Yk+iSwk9DW01nLiIZcs2tF2fBSo+M0VkQrNEN7atCQzBuykSPLJAeWVOCYmKCrEysUpZuZoTW6xzbM9i25lbGMgpCJ7O14u2yttHrhvSvBWSTzctr5rW2ri1jeRn7+4rG8vDoRP8yRlMEbZGz3xWfWVqSWVJSSSGWto/XHz39oA1EzSJesw8cKcpuW26pauvLYumMMjTiqyIie6ckrhCsycwOpDZw5mXXourcFldL9tOTjMm7F/YCbgYSK/0rg5ra9bkkw6apt/+Azf73Dn37Iq526/Y4MwKinDi6aUzzt3UvYzvNHNhJ9eWUpqZQEWaiqQzyz4tqOKk9bWh2fYZcFY8zFgFNRBiQhWYGhgoO3ojhtHUWh2XTBp9izMp61wxPLlYpWffyZOoD0XZ22sp61Qklnp5Wd8LENrDdBgZZpbaeSG1LeDdt727Di4xempNwfg3Buy5hi/LJukG8PV4mwKi3QmqepKAtyZKnj6qQ4sRFvK2ibqf2uEr3S0x/Y9wpQ/LoZWA/Fv+o2SalTltXJwwMtOZ7wV8dPMSylOnvMuXLL4o6d2Jr1ePiz1jSeJxJLpedEDqcUxtpDG8Ei1J8CsimxJ1ArfCZw8CfalWWN3XiqYchIzsY/8SRjlstIy+WUUtnUmWVGy5yWWRnkia5NZ5QVyfDl8nKP6aQNpbu1+qGtV6UX2bxNjuuWUabC4zD+bIlQPwmv/TholGRy2s7wUZXrcO3voUf4CB4rkbeB1/Riss+C5dRm3VnXNsWGgmzJrmTZ7Smx4PU80VkoKQPU9uHxgT8Mu6bsrapsm4mdIzmknhxSsVwIw6picKfbsEGr7nr1aHfbn/FSjKoW8ECYdEbBvZNNY+IKo4xaEoSEr+1dzQOG2slGycrv+j10ODWULAedps/cnChzZJi92Tixbr9j+4dvxcSJvXjx3D/33Gs1RVdCzvnI3uy9VLAlnqVTVhUzigqWChTxsqRlReeV1UeOlcVC7/r6lpUysiniJSMXfWWvvH1wHaAzDq0zWnOX76ED7x+qj8+3zmyBmIE5S8pO8ZwEJSc+FbSETuiDZujLS59GymrVXSyn/UX5hKz83Fj2/aR+bMVq3lL5lAc0fWXlNYzDWlEaaXbYrvntHhKSO4rqut+9tb4yr976I3t5omilJEWm547ErETJ9k7Uj0oFZdsja9PvShXbP+nqnLzKUAaDHmZSJGzNyFJiRonBaEWAZRila/yVHGXAllF2qCDALZMb8Ks7xNXAWMkYKYCYJPqy323dh4cYEtqf8fnYbSRbE33Fkg0qa1L6nhtKySakAGrCwdHI0jI4Y2XjQx7rzYm+IzpMGC5jyJcnoPd6STseKciZ5GyNShqHrjieacwbpw8FMsjilmiXo6LPKIA6GaStl5FjSq8rmFHAJflYOW/1zsRaEsmA13XKRWvKQfcVC/hLB1hoChZCBZsefr0qKaO4a+1Xr40HwJNFHeQd/Jy6tdhEdMoliyBoQBhnCVB7GcVRK5inJU6hiTlFEDLptimSH23IUbypW+XRj9QGXFtw4C53yczLhP2Z8Hqe9I5lX41uK9DkWYEOwaYcWULBKQZ9YGWrMZzTq5kSOX8+ssCDkqpl1jSBO/hwO/ebDcnfHonpnCpjVVEE6G1SzE2qvUndJyGjO8gmracMwlLiRnZiVd03J930H52YOpf5gsOhDPvSbTmncW/k89QTRbBZ8Yz4N18oKZDpWkfZSUrHsiO+YS2IL0p7bLO6qQapRe7lgqLwpTTam1Pfzahcp/XXvYcOvdiG8PE/cYCJTe4htsJZ4u7yWM6Vvs5EZ6Xs03iTrgK83sRKSQWkYou/UKVANifamPfMKJgbtZVhi+7MOOXOiOVY8mYJvSUFvXkFr8N+z06YBtCtk4xqSW+ySlLQC9gdhKIVZWT8OFN4xkF89rDrPkEbRCu/saHmbeXWLdkZ2XqBRyUxtzn1/wRv9NlIup0d5GSmC1bKlhWw55TMqC+ITz3xvyu6uiK2K/7zgyQZ9Q+eH0InlfoiJH8zhle5+DpkSY6ZHndbRPkvBN1ezZbkE6InLevAUw2SSSIr/0N7tSpbMpRv6GT61lSW3cjIh8l2+8uu0M4oRy6j3EzXYi9lE5OJvA2kHzn5jHqvo+CPN8AUEIvHPDg5UiCQ07XPC1to3YOCmgZS1hETujJ8siXeacUKrZwqLJmMG3EV/+lRN5hipbLE0+d/A4PDT6/KYiidgmBMFWaQB66YOWeps/x8hLIQpGhYA/9lNH7IQ233KmfCBiO1W0ZRxpPjKZmteXUirvAf3nCcHiHiow54At0D1dFP5ER/WsLlwNl6PjTChIPcnBTQE1qRMJTxHqiN2GHoomAg+fIRMnS2+z5onlLrKyoYLT+uKFwHqJ8HZNT7XMK8f0tXmGjp21y7KJDfFNwzDOcQ/yIP8oFwnzBrK81RB3WtlOEOzjxIOAYEtJk65x3kaeGcWMJ9/eE2HRxJ/9Frsl8MAXKP4PezTxHaFXgf7rkoYu3UDPx2c41nhpTNgXcurbkOK0PyvgegJZToyEO/eNfBzxfAaBW/yIUfJTiA10NG0qgPh00b3B7MLdWahIRFmTX+Elz1e+jD6dwqtXLfqKsebfje4FCDYdaG2gzfCSRpv+IQ8UDGXOvQ+L5L6vTpE6pWvfQPHu5lnWNOLsV1kmOn+qijOidw/yosdw4dOUn/ZafpE9CVlpFmCbx5REo6L6ll+NWxtNPOPn6LAZvudGvJA2P+k7Iinkv50iKScBugICjoTZAF5SaAzijn+Tl0svaF59DBtC20mCbFLF0tFR9C30ZuQ95MkCINnEb2QWG4Jso78IVxY/RMPgUeaRc+I9qEwC/xmGDblVblASFQ/zHj+j61wk0Q9PsauHULqyuscANc/XvoK11a4eHCE4yPDHfr0FfO9RPFecN7T4Z45QA+OuC0L/s99PjU+31i2UHFMufQPzRuwyvoXOYc+vviY3TS74OPP0NfYYUVHixiVs4Sw87wO0OvODey9BVWWOHusHLoK3w88HmvFT4mXPUeOpnafeP2D2fdLFtd7hz6h8VteAWdF82hs/9O5tBXOIOVQ19hhQuxGt6/C1z3HvrHjZWOfMz4FIffVw59hRVWWBpu/B76J4pPaQ79NoDOhzSHDm7wcsJHi5lD/1g7V3irKuEdhX+sQwrPb8xG9Dg2faCD4wz5OHi/doUr4XoBT6fbIHB6lZ98EEz1OnB8CpfHnB4/YFz3Hvp1gMTzp9KVvb9P+/QKywMm1GUlQcQpkijPRfh/U/nfFHdb28eLmUVYdY4VVvi48DH02Zu8h/4p41OaQ78NoHOp76FP8T494abv0H+MePgh/gor3AtWMf9d4NN+D32lIx8z5j8e9alg5dBXeC+cGfr90FiNIn10wGkv8h76skV++6DiZs58NYf+8ObQP2WsHPoKK6ywNMSsnOXqPfQVVlguVg59hffC2cfjPjDu+EGaFZaPRd9DX7bI7/rhrPNYzaGv3kP/kFg59BVWWGFp+LTfQ19hhYeFO3Doc1X4dFT8BagwN+U/EDX99R9+AecMljw/tsItMRXT6YcXwsqp9MKvQC/+UEnUncvU8KL9c/umerXCw8VN3kM/I8U5nfow0p3e0H9aDdxEqW/estUc+sOaQ7+NzYp27/zyIWKmmbeLlrmGn+bTMjLKO8ZwujxFYsKv1nI7nc8O/7lSlXPnvS9ajZ7qSFiz2Yw1q+OEIR7eYf3YMf/gEK8AgThkuRRM1cB/GVPl7NeUCMkkRYmMn53k9Y8zh28B9A4jRz37/Ag9Hxbgd90Pj8O9wmmztVqtZo2GWfbZCzs+rvm+jxl9GXnQkKMbjvmJWK1DIMPRPLAlowcf6q26uti0k8lAdqc/4hkAby4pBD0e+FxWlovr3kM/OggynMgetBpNDljrWHou+mkdo7Wc2q53nDeUbEp9fDp0uzimdshtke8ImF/3jQ/Hs4vAa36AoIACWm1+wP/jRJT/TRCnZvb3931JIHB0JFsBpAMM6SMVfkT2pHZifenG453HoR9dA3dd0+I2b7r/Rnivkz8MZtp526c9wzt9p0ruvysuJx1+XzwIAoTfDo4uV3BvsDhHSuWcHR0e+sM2vUFQ9nw+bd9+++aTcOgxogXRGBK8FItFV95FcaoA0yVAVMKp9N5FkObiIGpnXq3bG9nuzqZNMFbKYNa3t+31m9fWR5103ps3b/Q3aWubm+KJHOFvfzt7v/ljBoat0WxYRbLFMIFqtWIT1pG7jnf7XVsvrXvvGcIfHcvLeDGc/dBHKa57D31ra03Baddp5bxJu2MlLT1olW4kJfxuq2fFSsEdOH18qFiGfkG5k1ePziQVV2n9HG5430Xn0HFiOLBqtep2gOupp9/vzzLfhwzojHp9m/fQOZ+CXd/Z2XG6uY4pm723b22sbeo7OD6ywWRg62vrlpVefLn/0nl2G7irugQzl3V++UCwPGuwYOZ9UzQabdvc2vL1fCbvCgQ+//yxnIWvftSgA6Owb1FedWg6R3w62A36BwUyvVsNhgaMdz6XkgPf9/XGwYEN1Im35dRTUw199OiRL19++20I1HQsBjgfMzLZrNNRV5AWAzcimAR6LNlDLKMSEWn2i2dk7XHE5iHjuvfQX758632WwI6gLSFjPMGBVaquG0nZ/Egn12czWemKb34U9C8KnBgBPE4dfmWlLwB+5bJTRnzCIGhDd9Ab9IN1snPoxz4k5dxTCg62N8IzGS9fvfQ+s50tfxL24X3xsMP7G6BSLdrrV688e2l1W3PD0gzLHPv6x4yYyeDQ6NBEtkSs7M/nPpBDnxtJ8WHfOxhZiSAD2dne8fUtBWaljQ13bBl15Ew6BGcD3c6dmozasxcvgpNX575JhvPQ0ZAck4mkG59SvmC1esMGfWU0ZDVELjJSj3YeWXfUteF4qGN9xl1tpH/ROT5koLPQhmFGj9nGGLPEOGOUM5mUZ2CPHz+2E8mVLAwcH4f++/jZIxtLCbi+12cUjoR+fCf0045lYtE59O+++86DH7JS6AdcS2l3ljTtdoegnYvMoR8ouCeoAdgHAkSuC8Geoj31j470qClesP/Z02emqMfe9pt+v/M4O4X46eGjd+gAhcfYIeStzS3Z+gMZkZQ9fboxPePjBR2AqJwonU6NkqLUgKHajx3zw+YYrEGrZWty6n11UuYIGZTr9QY+fIYxPHj71vYPtFPG/1Nw6DHjgpZ8qWhr1YqydhlAjKCMz29/+Us/TqCaS+YsIx2XRTS5Rtf3h46YlbPEsCNv2o1zo9/mcgxJj2xDMsfBr0uuuWLRvv3uW9vSvl//6kubyI9Bf1b15LN5HyfCIXwMAc2i+Oyzz5x2piqgl/5PQIANKBaK07M+XcwPm2Mf0BF0hf6CIyfoJQAsixduHw4PrCkb8TgXpm1+3/DBHPpkSZFRMpnx7DWdTLtgh6OhbP22vX59rCx2MD3r4wWdl4gWJX7+/LkbMpw7iv7q1avpWR8ODPXeJQhSyPpb7b4MfdYyyuby+YqVyutWKpY8Oy/nM/50dIKhNcna7fg08/nYkZNzOz45dsfebbWlxynptMIYsjHR/uOf/tTP45mJcZzfnTqyj8FgRQfEtFFsL0sKet3phEyNUQpo3C6XJf+CvfjshX0v/f7pT38kuYfAdqLzQc5nI5SZ3UFARz3LBPpNn4UHMbCJ2zdtP/aNkQzANUxhUO+r1x++/78voDOOLBDI0X50gf3QcB3iOegLOoCOcC3Lggp2oCyd6Q5kP9J5297adj6jWzFY/n3CR5+hb25seiaXUUS2vv7Yh+kYRSM7r1Q+foOPYgI6xd7enj8MQpbDu71/8NM/8GMfM8jayNYYeucBKDJ08PjRlju2jWzIQghgakdHNlLQpiTWTOvLzVCXOxQb8erlS8+2suLDty+/t5SMULkkp1bO2+PpsyG//eq3Vi1UrdlpyumLP+JXPpGZDWU+ZCCjq95DLxQyZ55Gbok2jNL6xrr98Ic/9H2/+eVvrSB+cF6727ae4nTq/RjoXxTwLQYdLJ88eeLl22+/tadPnvr+Txk4dBI1ht5B5AfTM0kZDEazOCefydr+8b6NJ2PLqD8dDlrX2odPcfj9gzr0ZZjIlzKIzCVPg0A3AslUcOQHB01ffsxAeXHqca6PbaJThuLSmY/foEEP5YvPn1mvP/L17qBtb96Gp6FFrJUzeUsls2EuUQ6vw9QY0fkngKfPnnkWW5OzevHsuX3zzTfWbDVto7JhJ80TZaMZ+yt/5a9YWzzBqed50GeqC3Gu+SHjuvfQDw5ObGcnBC4Y646yVwK7eq1mE62n0zmnf9AdWlXyL+aLMztCIPjQsegcOrxCP2K2Gfn2h3/4h7790AGdi8yhAzL6Fy9euL5DO9eFt17MysWy7H3S8oW82wdGeqRIVvLJuouxrNHih4CZQ4dRy8Ba7pGUsSAlzloqnZKCZlwAGRnoTCpnaSksSnu7kvHMrdtjXjktG5+0ZrPrD1Otrz+xR492rY+nVzaAIeHhHK5DIbwv3VChrkIlu+sdFKW9qLzb5vcrKDMGEfkwtMS94rDVWO2Hp1ntGxPQKHNnvo3OQmKv2y8M6sJ5bpWeW1GONZuvqN5129jg9bGy2hiGzm5bEgmedXjq+lBSRA2thUzRn3qfNsDvTz/NZApWlGPQZWzciUPDwPaaTecrBkdMFn0pD5YwEBjSUIqux6fbFNpyMV03LWQZP/nJT2zbnV7WfvSjH3mGftw4dqfOMHuv3RX/K8pSc1pv+5A7mQj6cBfA0aCr8II5bfgMD3a2tme05ufpVjvzop1yXf8lE2eJ/tJXaTPOnfuxb2d3R/fLeZ0MKxckB/bHN1egsz/sW6FUsC3VBVB1dIY+vSjI4tBxdGltrWi5fNXWN9fVTjmHVNaK2bz0PuuBFTqSzYaS8TdqZNOu0X+uYQm9u7u73m+hj4Cc5fnzzxfaB8+5DtBW6qSgo9l81nVio1T185Al58DjONS9CMoF2i++qP1kxWnRS7vpp8nk9faNPhTPx5nTbvYFXsK/i6+LhWuZcmAJTdTDtTEYwhbyqhp2Yk3HC0Xtn/LK+/PvGWYOPWaAdw45HRwPTnQyUqaJp9G9uB2FTSK22xaUlrnWk5Oh1etjf68VRak1ajIga8HovX7tHWhfS0Dnar/tWHbzDjzelLbLykVtfp9CNs5QI8rM3DlZDLLiWEUGkuMgWyiGV5qEzz7bUmeQQh8vbvDoxLa3Z9mN8IAh9cJSOgtPXJ9v7/uWkgz1cfxIxBQMPPBeeiot9cShqxQKuanOTGwj/8SdWjRyiwDjUJKRwEhjQBjK/+EXYai3Xm/6MxkjDOO0DIfoXJgCYf9FNL1PQXeZStmVg5LCuGMhQ88p2EWH45cbSlvi/3hiz5TRrxfDg4TxYyOLAPoxktG41sT3H//4Cz92XDt2+p1m9V3oHml9wrYiSAoO9yK6YoEelvS5eaeEc3ejnQxGe6h9nU7PtmTskbF/W2KqczwIl5PTPzmpWULOpSw1//nPf+6B0KKgbxHo42ReHbUVNJStVau5k+Se6sXh3xg7JgWUjChs+75z9J4v9FuWn3/+ub9uhVPHSfMaKsvz558vAH7R3+IDpGwje4IleLW2uWXHrbpPWxHocDw6xEVx3Bn4K8DQenh06PpCO7Bt4KI2zxdkC+28pULARr+hfegby4uumS/Yb/g239ehC0eeTqVtNBl5PdgDAD/K0q1c+nL7cIcv6Tw4LG4Rr0FzdKBO3xejw3uUYy3HMkxD7aOwzf7bFTpV+LAAfk3yd8XhGA9voUx9ojRF+wzNP5FTj0pUflKwvpz6omiNDs+16W4LWQidnyXbOHDowgDxyhOKjWMfdNs2lGPASEBy66Buj3+w+HuYv+Qp6xcv7Kuv/sxag451Wg0fBfD34ufketuCXNCHhugYjgfWlAOod9r25PG2Ow/1fHfo7VZPkfqmDYYDe3WswEwG9y4ytI5oacmoN2p1NzI56cjf+3t/z7qdQBttowykZwO1z/dNWAZdPk/P+xb4CD95Pak3DF/AGst4otMyaf6vvFax1uGxp6YHx8d2/PaV63cM5hYB98apsYT+JxsVp7/Tljw8IA108hU76KZt7I+F4xfRFQv9LS6ZB2WdoPSrr75y4z4cdp3mE++3I/u7f/fvzl5TaohW3kfnwzp8UCajSG8y4mG68KAYTn1RQDNZLYHHet78QdOBHDe62Ok2dN+By2XoeiDnoWOUiY6zfZ3+I1+WTKUAtqEXntN3z59/vsRheh+JVMfGOeJUgX+kRzzsqk/IpbkzZ27d7Z7ogbZF8ePnj+23v/3tjP6O7Aw8gp6b9H2CjD/5kz/xdYbJ0QMCWAIddPz8+ecL92IZeQU/4APPERBsphKp8MU87a8qWCIwPBKP28Pr7cPq99BvAWyyeGzDfoikeEUFozzWOoUsJ3Ts2xRVLqHw+hadfG1Nkb6MHu9njketMB8p46HU1hWBqBIlRzmaR4oeN6+fw7oONOHitt1NoeMT1dNB6ajQQYcmcNlSxMuSDsKTwMwjYJibzbblN6r25rvF5xh5ul6VWkG2gY7U6rR8GY1KyFgvbvtNCoHJ/sG+D7G32tP2is7Xbw7sL/zFP7LcdFh5c2vN/sE/+AfqsEMP3hKi/S4MVkb1J5U9ZmRgoKsnA7K5s2VZtUf2I+gnWaoSEi/aPtXZxWinMHTI60cY56Gy3Uq5JEOXmtFGdorhe3V0YPV+MFAJ8YysEd1YFHEaCgNLv3h93LDN9c3wepwArRS+XDfjhTJzsnTKKS8uLmTmtBPDzjr7CDpxUKDXC+8U47jBi5/+1F7v7fvHQpLiQb0RRiGGshn+LQJBl3h9P/vZz3x7EcR20r9OFAhzT7kSBS9KEEhCec1CNgtbhd0ajKaF9+K1/zodiHSSUUeHhB2KmedF18wX9AC64SH2k4d+WZLt0u8JLlqqZz2T94AJh49MuQ5bsCh++/0bz4TdXnsgE3QmDnlf1Ob5QtBJ8AXQL3QZnvzZn/2Z8/yia+YLowHwKdptAB950v+PfvZHYQRWyKlO7MNA12R1z+0q3zcINur3CUt36JKfDEYYJqFD+/wknXVa6Lhh/20KH+So+pyj+okiMhRuYN99+53fu1gM8zQbf/AHrlh7il6J8re31cmkHHcwImWMCl/ctrspcWgLxUVB2Y4d4Xe/+114tUudTYmcM5sOjeMHxbXF39Ol8+oG1tUtyvmylQolOSCVIgakpjaGzzjetpCt4dQPDmtO36E66pOtLd0jY//o539uPXXm5qBrB/sH9kgZCKMrDMlPvvzShxzvAhirajXnjkUK47zsdgZyGgdBP2XQpLahaPtUZxejnZKQzHAUDHtjsDa3tv3BnlqrZjsbO57VEJhulDd8yoXvVA/hiZwOH9q4C6A/GE6cepyEYsj5aP/QaaXwyuCMF0m2k15OeXFxQb4YcB5q4j4ETRSOsc2cPZnUm7dv3AFVxf9S/nS4dKz+PJQD5W1JnCJDrPQIglwM/aLAPuCc0KWibsmDeEx5kCB4E9K6sQSPrXKaXBdY5716bNnVOoADxwnDX9bjMDK0cs+LrpkvIE6JcF0MDH7961/7NzcILpAb9gC7gKNDj7ABdzGCU8kEW0KwgNwILGLdUY5XFeQPCEpoP0vkhp2izRddM1/gGfYBHmIf6A/+rIVk9ue/+HOflmKUqHZ0bM8ePXP+0oe/qR/cWf/4mBB6zRKBP6LAaJzRaBSW3mNUmFPn2O2K/HJXBk6K8fr1b23QrXlE//z5Y7/311+/lPFP2/Gf/qkrx4/+wg+kkE0plSK9asmGd/AQvILWKV0Xl4vbffNCZ0aZaT8GkM5MJ6FTEcjwQGC5PH09Qx2a4TEUv9toq8OF3YvAO6QsG9kq30qmA33/MgRMdDQ18Z02v0/BMPA5z83NNS2TtvXkiR3X2k5Du9OSMw8GAbl25NAwrA45CIYXF0U+H6L4Tod3okMGwDMfeQUUu7vbQT+ZJyZjo2j7VGcXo53Smj4XkVF0iZGvS9bIuFVrSX+/tpJ4jMGutWvu1DmWliP4rLp5Jw6NugHGOdKP0+TjLoxUQKs/9zJdOi+IePSfcsqLi0t0KtRP2zHqce4Ynd7bO5IeVezxo8fu9IY6B8fE+TivTruvIGZg33/z0ofiGWJFAzD0HsguiJjJhqHdaXBTqnjw1ta9A50u+ECT6wLr7GIYmuX02AXFE4qNDXdA0M6S+8ED6LvomvnCK38xGGB6Ch6CyFcCn7Rk2J+EbJZ7cQ7nR2e6CBqDiduYXWXZxVJhJjsQ168qtJMgALrRL7YJZNC7m1zPeSSD0IW+8ExPdO7tVlvBcGjLUU19p133ZzIY4XtaWLsT+/CxYekOnSwYG5xKKZr3LF0KqAjXD6iQoaCUtyvq2F0prhRld2fX74cC0BFPTnr24x8/I7DH87iCf/mbl77c3Cz4U9PSGI4uhJRuAF2XlYvbffPCsBoP/2AE6KixcIyHVHhlb39fTgBSZDx4aIofp0mps9xFgOqGQx1Et7NMImNrlTV7/uwzP8a+UC5u+00KeLvHvGIYTm3KSXXlvA5EL8YQvNo7nH3bu679g6F2yhhiwBZFs9nxV+FwINSPshIgkqEzdeH6KWXhVSov2j7V2cVop5Rk5Lk3+Et/6S/ZYBzm0VPFvBe+mJdNh6fLcep8iAZ5fFc/8nnERUHWj3HE2EI/ztLpV9bcbSnTUxspauwpLzAbiE7llBcXF3QVx0IWDg04McAxnOfu7qZ0+/Thvrba05BDxxjzZHmhmHXD/vzzZ7Mhd25N1k/bFwW04myoD3VDFszZ48NxIP72U+jk7iwIKLxof1L7RcYZes8X6Ia38IF7AYJ0bAP3vOia+cLHpGJWzvlxmgXeEVj4PLHaiesmyKf98BlZxpG6RfB0Mzy86A/AKnuJNGBH4f9FbZ4vTCXRT2kLBfsMPwjacOwXXTNfADYw/qgPzpx7owveX8WXw4MD5w1yrNWlIzpe79Q9gPp9Q+DYAphcojMeR06Piece6IIwgHx3oLMDnsLsDsIQUFFGIJ/n6VI/RK915Xn+4pk7qONjZQt1GfLKwuQvHQwtkqmhrGC+k5IhM1y7s7MR5tDVSejgOPhyOWn7e1dzOz7t+Y4Ip/sBowzMIfI1UsAcOsalVm+6UVsUGKhHu49se2vN+oOxlSUncKJO6qMcWn+6GyKT4bBvVUXqLld12siTRQA/K5WCjeV0MFwoa7ag7EEZermsYEbb4V9gC7T7Pi9exULAUCJjquKBqYGilbX1quhT9qmSldHitS3atlZc89EDaOdxR85f9EeQAv3hM5ncg3bwdHdevM0rI3Mi50r85ydSrgH1Iyf6HbqJ4Y0ODsdDtRjmnvSY+zNHf/zmjX3+4nM7lPHmNdR8KWfHByfiy/psyJ3MlYBm0Y+DuIOahOCCRzhKys5pF90sm5V9gL1elDFORyf8Hyy4AeuhDfrjw3HoNDpPEBWDm6vg/U/AebKOrLgeZwVvq+Wq1eTwKgoyqB8niMPjWBx9mQd9/n2e8ibYgjc8Y8ISWrgHbXGHeg0Y9obHtIfzGbqnDobO48dirgJ00z+ohyDAn+kRCHqx/fyQD88SQTv3WauuuZ72pJyejJzDZQ/CzYtynj9xHU/B+szfnV8+EMw8Ggy/LZwZXK5y6uBD1XRYhx/n2dw55s0O3h65nDyN6qH9dBKUjWq1esahY0TIAjkPp5+oFmzUXPz+3AJlWibOR5pRURnp4J17bFIwsBPv8B5Ryx+kM4t5XCQ4kIH1SWuB74cXC2XRPLFStewPBC5KObTJzHk9mYzuiJVU9LC+FYbY0BeOjSbD8KCWOjCZFHObI+ZWFwS84vOjSfHUjaeMBjf0B6I+APi1NX8jQ+tZydKf5EapUGAKeq39aUVsQ/1Lsk9yVo44Z1C54JKCw3enf3GBxxhN9IbsjnbgNB2LCncK+hzFn8cQzgRiEjmf/E2LRvQqLTlsPNr1BwQx3kwn0b02dtbdoCfluGhj/InVRTGRwfJvYyTThv+mncoNA+3cyIs2VBIUHXB5aT/lOlAfQM/RL+wTvMY5EtxcB/QTcH1c53pAO5Di2tam9SUzRkt6fAJV/MXpx/MvAiTh3FheBcXYQc9Eh/dHjIKADK+qPwI6uY6CfjH/jSNmGXlzFeZtH4FWXHp2r/snVJj24ZPJTN1FqHUe2FwFgsFYzmOeP5fy6Prmf3BMxYNiXyPZ98B8Tc6wuD5drvAAEYU2XV6mxMjwNGhbFNdpxEXH5/Z9oJ/ofahYdiB5F2CqKDog2huHTslOyajAGSnO6daHke70hrPflb+Jct+8ZTg9z3AViJEx48TiNknGIpi14gZNdsc0t/6hAJ1RzgQG0ExQg4O/SUBwUyxCUrwWuwaPZpowV+n8+gdk33tj5tDvHh/I2N6k/61wR0CmD1mdV3hoYL74qt9DX2GFFe4OS3ToK3wymAtPff70vpz6ygF8dMBpx/eWydTYZuiV5U2GzJct8mUHFQyzk6WSlTMEzP3i9pmph08UccgdIHdoZsid/T7F9YGx6DMXDx0rh77CCissDTErZ4lhZ/idoVecG1n6CiuscHdYOfQV3gvh8a17wg0eolnhYYGsjIyUedOYkbOkxDdUrsKyRX6TB7Muxs0y+2XOoX8MgM6L5tDZf5dz6CsErBz6CitciNXw/l0AI37V76F/3FjpyAoPCyuHvsIKKywNvHvOg3ExO2WbzIzs/ON36NdjNYf+sObQAU+z+zIsPinMHPrvQ+da4f3hDw2pzCu/v4fLcqUy94qPoc/yQBztjG2N76LHbVcvlvMaNj2fM6bqdwZcOl/nCh8f7lp2K00ImDn0ZT/tucIKK9wtPoY+e5P30K/Cx26WVnPoD+899PjSzqcYBKyG3FdY4UKsYv67wKf9HvpKR1Z4WFg59BU+HqxGkT464LQXeQ992bh9UHEzZ76aQ394c+ifMlYOfYUVVlgaYlbOcvUe+gorLBcrh77Cx4M7fpBmheVj0ffQl427fjjrPFZz6Kv30D8kVg59hRVWWBo+7ffQV1jhYSEZutTAUpOkJcYZ6yfzKhkbJRVVJaY/PzcxGyYyNkgqokoqqk5y/tjS44mlFGUrBtW2otHJ0NKTnqKEubkR7SdqYB/HUzaeRhEZHcr4kVuD6S+fAkvYZJK30aSgTdGR4F6Kgsd989kbNTk9HunI0MaJsY0S3Hmga7s6qLaKCWM1Y+K/3qVt5tV0Du8r9lNpGybTusZP40f5nF4/N/6W4D2BH09MiKdJycK/USy58QQn+9mmzZYgChYXZt9jJ1qmjGySHOlcZMe26IF8GOp1DFU4Dj/YBlnxkHsgt7tBQm2n/aF+3cp1TLqhJZoSWh/bnrS+9NDjfV3gv+SnMpJjgNaR5DGSfo5cltQVznu3TAlSGfI70txn0ne58sPys+89+23VCudLAD9cOvEWxZMWA+2k+rlb+D41adZGVpM6I017pgXeUCAl9L1Qwrmn207qJYWfh8xJvBndPPCN/sn+odqgohPoF2P03MmlZv6yPa3kGlz3HnoglXr4lXGguiW4tDay3ML3Cc6LoCfOBwE5hZ+4pB+8/9L5xVJE+v1UkvwMqepGBuiRM8QDD3jNz/lqSRsFl9M1WPYcuiSkdkxCj0b/p21KTnmYFp8pJnl6v2cpPmIL6eNB7thEfrw28JT+NBDdA8TsdemPjo/9PB3XZtD/wIerAJ3LnUOnDciEtrIuWgWnVt6N9gY5IT80F35By8gL52Mvg+2nhH3uq6QnUUeGqhreuP7ojEFqbEORdRMd+JCQ2WyptTXbyJVtMijYQMZ6lMW0NSyTl0NEmNCIYvfFpqooGJ5YJZexbF8M6DdtjZ+pbry1TO/AitaxSafuSosppi+4QvQVHPTbKn1LjMQM7UNxOHRrcDE+WXZ4mMyJ4XlEoYo7us8bHXurAzrYHdluNmOpXsu6cvKDlNrY/d4yiUNLFSSpnIy06Bmp3fls36y9bzl+aloCHWbkxNayoqlvo0HHSqmu4pmapQuiLxlM0b1B7bOODKT42UU+hQ3JK2GlTNq6Axlk/7lstXMkzRv1LYuFlAwKRbV72JDvUnCS7Fg60RUvdMwDlISvpxOSvfaX4U9T9OpISr2j06LbFLzr1E+arty3hjNPNBAYap1O2JGD7chp99RuutqgfSyaWmpLQrJL2LFO8oHbQc9yksGE33xH17ywTlGr+Glk/910lWHX0rw5pSDPXK4Eczhv6V9FQUKrYbvVlOUnqnlt05o6hbhiJLplfZzPtI/20hUw+XT9RUGV0jbU96weqfkT3V/+w/pjDK9kIh6NauqrTSl8tmjHuqqysSZt1zGcxCUFYz5UdlzOq3+oD+ZSkv2g7yU9GFuxNbRCf2TF9bINpR+6raL8sb09eWMN8b0vSkP7JHEMopwfAQ6GzI3ZNQpw3XvoIWhUoK11aaxsAoTrXn1dI1Kxs8iipb7nNkW6Tg2IpS+HQDVJ6etVpdWs+zKd0t2GfcukcQBj6zSa1q937Onatlmtaf78vfq0jbui/0A6KNOhTZyb/wq6CE5LB1MqU3W4Z+CE1UtED31imEtbXjrR6Q1toyB73pCdqzesoCAlqeQlmRnKLtSt0TxQnxpZQeeP0n3ry+aN0nJw7r3U59IJq+cT1s5NhSshyGpaT06MSYLjdkd6yf5rhH8FovwXgqoYSB8wW/iYtoLFofTaClk7lF4VttetL3swVoKQVmfKID+VhBw5NFPkjKzfbVm+lJF9aVo6q0Rn2FLpWFI2M9GWEg4mlt/csIb64npR9ejGL+Xrjp0rDwvJ8UiOe7tqvVrdEjhsMSddlM3IqCu392x4tGcZtTqjYDL9VCp/+MoqO1U5754MgoxBUUYlm7dyRVF4Xkok7iZTWUtkVIkM80iMli06hRhImMMuDPhCQCc8sgr3wDh6nR526z5YHhmG5OYzq510bCjHNspXLbdelQCLNh4pShTdWJP1YsqePNm13uGBPXm0bVkCAbUyLRuSVodOSEnKUo7MoKvMQQZemZynL/cJGWxpqWKqYzuRrbd+RwF4y45f/c7KJbUPueHUFIyUZNAHDQVuojvVFac6HdvaLFpPStpRGYzFL3UOIq3BiO2e+NWxdufETB2DAAwMhj1lWXXn3caGZLwoEJ/4KZVwCwnXoxwxVmtFBVS6V6fTtHZPRyQPn3ncUGdtN2zUU4e7rCgj0Glatm0i65wv6+JGW4GqmKJjqZzkp/2JStUOvvvaMqLbmj2ri5fdpjL2IvTRMEKLoG78mTkyb/Tt4aRPC4jaRCYQRhzkYKWAA+niSH2tlFUnlDO34VDOJ2n7vMutc0KudbYMZDApm48fW096Ak8rW1tyjAM573XfVypXLau+mkym7fvDPUuWC+7ExFQraj2tIJkABoSMjBJARhOymqtx9XvotCpygb/Kn/w2+jPd3TquW72mgFLOfP9kX8rRdz7lCnnLlMt0b6dTZvjC5UQO6ouf/tRK1YoMtjJM7W+Lf/T/9Z1dS2Zztr9/KFoJIoF41etYVTaiofZB/4zKqbAiF2hrlN1lWPYcenvQsla3aSmp9oECl44a25BTa8mpV9c2ZNOeyJGnra5zJtL3Zz/+XPY9b0Xxg2mQBEGfjHQqlqHspZQPewqvGEM4/u5773+E8tBeKCrxkz72etfLHzqHF8yh39V76JlMUm1RW4cK9OSHcqKVaI92H53UZVrkwFWgK6PILCtDllZJiFbKk+1HCm6VseuajY2N8LBmtSylGsn2lK2QyimZSNnbtwqC1FdazaENmw3Vjk0gobueBx8SycbRiQLSro07NXu2kbeCiBx++8YmR28M//1iLWMlZaSjw7YNv3pt+WrOUs0ja+1/b5si/KSVsj3R1xznrDYp29GgZO1k1brpqjS/aErorIsW4BUV+YUUQAbqBp3heoiZSRmFxMDrovOhOqOkDHZGcXx+076ri+Xjsh2OSpbdfaqMLmktJe6NVlGd/HNloGuWafSt+7Jub3/1jT0pVEV70zqv5Nhl+If7A+sq2c80xpZWNpOo9yzfT1qR8ZYBwzi0454gg9rbf6mO0bFN0paNjCW7R7aVG9gTfNHJodotx1vIWbbRtUeKylrfH1j3tWS99cTe/PLAksrqx5UNs7KEXZZwKhJMKW/Jkgy9goJGXwGPIro3Rz0bKUiqriXlCBSxj/aszQjIojEquuEmOoA1dsVSr9ckPwWOMuBrhaLldcKR7LrJkI3k0Ne1XZVSXVaOf/HGHm1t2uj1nnVF+3o68GI9X7J0XbpzNLCnpaSVlcpnB7pjYd02PZuXEXyrG+G0PAgVnRS5RuUuamdDS6KoYKxug3lafV26RCwaywzKqrNyBkaWraCs/u33MoiSj/SzJ4PZzV5e/tPf/NoKj3bty/09+/Wb1zYQH9+0WzYul+xlu2l1ObxeLm9jBS9NGV43TzJiOPlvXn8rDjJMKaPI/mmbCGg4jzLfzIvwPu+hc58Z3VPmlDYlRYy0kJcjUSTp2ejr4yMm45VlpUVn9tLyzfGxaN+3X7x8aS05kPzurp3IeL9sNOxQDrufy9qkVLCN50+tDJEKGhvNtmX1Lw+PtSvKZh4eeNyBBVsURdm5pKL2XKlkYznJ4vaWpcXzQzn1I/HqF3uv7a0ClISc1ZHo/o9+/o8ss7Vtv9mTjc/krDjKWLWvMsja2kCJ2ShlJSU+oWTtSaVkG9Ut9b2q98Oj430f9Crk09IRZ8L9Qk2QWikBTVpeetKptezo62+tpACtLAecn2Tl0zJWHCshE20V0bgmWteheZixr/7sN/Z4/ZG9fblvr7+Vf0vlraHkL5+rWF3LxFj8yJRtXfQXxmnb1Q0zmYo9y2/YsWxv0MyHg2R158c+Qt3sjuxIzn2kTp0tFGxXSpFiSIuhTWlzWczKyoFvKJuZKJMr5guKvhvqbFJ37J0oy6lk1YkKBSmZDIL+uLnz+QeEn1JRj5147Nf3pRuQW0NXp2RkFSDQtaiL+zEbammGFEq2/lihq+x2V1HYybEaShiuQwVFqJO+Iva2zlZmlldbNyplj8oYjszLWNSP1LEZ79O1DNNllS1l1AnyOXnLFPXnQrZ2X0gkLSdjndrYsiMInwyt1j6yze2SNWpvrSpH1WsdyDT1tDyyshxAXoHVE2Um4ooCmg0l9eJfWxdjJUkYvHRt0GlbX4FepaRoNZW2za2cDWUgmr22HdUUrWak6HKKiwNzGZxERDSilGq1amllUTVldo36MZJVVK0/I2XfCjpGyr6HvdalpbJWMlR0d3dT0XvCKsWUdVvK+OSkB40TW2dY8bBpT4sZOctj0c5wm5yHeFfdfRRaoVPQVRQ94bkuz4mos7syLWbUoRHS3ZlPl16mx0BfWWmfoUTtTMoRVl98Zh05o2aLUSdl5DJUl5Wt7acKBmSAnv9QmdW6Varb+CzLZMvWUfCe3t6xY1VcfPzE9uXIHPJW+XTRnmmft41yhkyGem9GOU77yvfQZY35B61OPzcDUwaMlH4lpbMH9UMrMjqB08qlrCMhvVWw11dbRzIwg1HywuVnn/9Yxr5kpcqmGpOxerOnvlyU3VJRfR3VdzQZ2z/65ivbd6ImtqP+AXXdbsvb5NMtYEbwTalX+5c4h05fYAapIDl3Tlo2qHescVizXptnfGSv5YQqG7syUxXxI6V7yzbnNqyooLWQW5czKthYWetkmHJeMUA1iuvSq5Hs/OuGglbZP3V++YGUba7JL0zvPR7SJ64GdC5zDp1ZR/rHqK9kSyIplCu2+fxzn6pqSp/J3AfeR9QW0abEW+vQKjoHadvYfqbAuGqPn//IssUNy69tm/I2m8iHNdXORLFiRzzQubZhe7JBrp69oWXGSXuhpIhw9yEh+Q3zq7ZlT3/218WNdetL6cepovUUnX399Ss7act45YvKetOWE7Ne/+Z7a/aztvXZU6t3h7YpjcpPRlYRo0oyOpVRw7L9I+scvRSn6y54uMCDG8HlhmGvkf/DCy0A6mRYPRUedgOoCI+/yWTpnkk5cq0OB/aXfvyZ7WSH8v8Ty+vUDRn7xm9/LiU7sUxZNOcTIr9kv/j2t9ZVXU9+sGWtMXOvSZsoLVSAZ12xiozgRPd92ZKiq/7FVfL2kFop69iyX/VS9mWXHQlb+/yFojRlYfvf2kT07j7fsOaoZtlKSgbwtVUfVW2Un9jXv/2Nbe6kTMm2lcWTgvikxN5LZTixdSl8RZGttNrs+2Ofjh4PszKmO7ZWfSGHKP50kalL+HZwT0HxbuKY7fIysRqZmLC2vmaVcsHv5lN7x29t1KvJKOu8nHK7S8raTsW+/9WfK9JMWHV7zfZOjixbzllr0LanT9etOjlQ5v4PpBtN+/FjOYzmviJzLWpiKO3ytoUH0CLuugtTHwV1jrTPo5ArSNXUBhnB1vGhOtPIGmpRScF1WjLKDS4vu0VlY//Zr3z9UWnH6q9OrJos26g2sEebz+1Vu2u/qh1bTU7Gqmse1zWbHTs8OrZ8Iu/89qyZMsV8hn4dYlbO8qr30CWt6ZrgzAhlIIudyakdKTljBW/HxyeyPyPbVlCTLBUtqyyrqGzrstJ727ThQce+WH/m2+1XNXuU27SdzLoN2iPrK7sdr1eIHMOQuwLYEYZcq4ziQL+brhn9CClQf+/DrTipr98qGE/bY23+TDSWOsogJcRcL22T5sjSMlpZ2etES7YhWbWfPP6x/fJPfmGbyQ05ppT1kjlrKElpqrBsKWlpK3nrplLWl81fT+VkECpW22feXYEfUxMEkkoC8mRwc3rxwYEoJKhiIettmyhgbB3JXmjZ0MGcgg8CtraSj4ZoamalQ0oO5kt6a9f+5Fe/sZZoT+08st/V6tZTv3qjOnJPn9uekpjvWm0f2cqoPoWiNjk8tqPvX1tO/JnT2geBZJHOkxla562EPDmyH+Satt3/3l6kj+yPf7phn2u53v7SKie/tPav/q79lR+u23rnO7O339kP8nWrnvzWNo7/zCpHP7fS4Z/ZZucrKza/smzjd2abyghVfXgqlUdeQp6DG8fp8gDbwvpA5i+pRhsQjSNgm0zUkm3rvvq57Q6/sz/MH9jz7lf20+Rr+9s/LdgPMy9to/0LK5z851b79f/T/uZPclZt/1L0/SP7PL9npeavrdj4uYrOqf+ZlfpfWlb7kq3fKA5KLOLOFgb0nTTaVs7k7YUSaR4UyzYOLbn3lX1W7NmjkWjr/M62Re/u6BvJ7TeW3P/PrPft37W/+heq1v/df2bPB1/a54Pf2Wd9yrf2XLJ/0n9pj4ZvbXN0oMx1Ytnnu+7QERyRLtE7sgvyi9y+JaYOE0TZUXDmLDOpEN2TOSWUQox6I394Kft4Qw5qbFuTl7Yz+coejb++cNn7+v8nWos2+PbvWOrw74sHv7Lt8Ze22fuNrfd+ZbuJb8W7E0vUfqkM/SvdvGk72zISCorajboawjwZWhRKUneXi9K6ijKeIIXbg6vdkVPYQYeYboMaUw7akZBDS8oglba25OHztqWMoSfetEt5q1UK1iiXLlz+4uTYXvzTf91+WTux3w3kqFUH+4/zOTuSQW5VlL3+8At7oyznSMIl/i2r7okMJBl0UsvZMPi0UbgxnBnlOpd2s/fQY4YeZuod7FDnSqm9nLVWWrNyvmwbjx9ZTc04HvZtWC5asyRaS6VLiz1+bIe6/+86HesogEg+fWr7clYvlR3u6x61QtreMleu4ICRAEYVazWFS9I12pLSzaMsgnBEtxx6cOaxXI7lzqEnLcNoghIphT32tt2yPQV7DGElP3tsDcn2d8OuvRQBvc1NO0zn7DfKuB//1b9mr9WfjhW8HFUrdrBWUimrFO1wrWAn0o+m+NEp5Oz7kcIc8WRN1/cVhI0HSopEcoase8aXywGdQzlHsIz30OtHir6VgCRVV0L9obShQIXpucqadTLSuaIct/TkuFoQfQXbXy/anmjdV/IGzT9XMPvFP/lP2y9PTuyb3sD25dhr0psD0b5XUMK0uWbVn/3I9lITq6dk9xTkJp48sbSCTHT7oSExPv715Gf/+D9nv/pS2UnmqZmyGDuSwx6/4aili49tWJdQFa3Iwkm4ImLjkdmXioRK67Ksku5YAkPAo74iXdXT1rG0znv7pXX7xyazo77Z8wdUBlobSfn6bhgV8akRU5N9C6AoqleK3baCGyNUhBeb8squeVq2qcj0D/+J/5q9/ErGJLuptqscvlaqfaAT1XYegGjKcG9rv4RLNp/c3rHxW2VCVRlPN+Tq2tDXUx2MkjUPrSS6WwevpKxdf4KWjvrBgS1pSDYo35uePf2Dv2qjjLKNljr1htpekxxoV0Y9j/ZLuU0OQqmdaJAxKYv2lraxnorU/XFip1fn80rfWPR2j6y0XbB/+B//h/bDF+QBIztqHFmhWJazVWQsjgdzfAtgEBgzwzwmUiHQU3PdkGpfeEFN8mX4v6+IWfKYJHL2y2/27B//43/G2nvqzEXRIqfraSOW9/xSHdTaTdFaFS2ipyqdZanO69EJTw3KaVh9T3wUJYOGffubf2TPnjxW8NCXE817M2klwLk5tTKIvhee0eBbIj4wOsuCKdSnwqjWWPLry6jyutemjG9yOLY3X39nf+uf+mPbO9jzgHl6+uzS+WUhnbSGrlnLqheKh2tygO0uQ/Wh9zBpUlKm8qbfCw/iFfP27du3VixVvW30zengl1bCq5y84jSdbZeMZJh97XLwYBxDrUzH0U8YasWYT+R8EsjIEXVIy+n9ODLUZrPftnQ2JYuh/ny0b3/07IUluliRUzovAzbhJ8+e2DcvXzstuVzGjiV7QrKsDDRPrjOnzkRKWv3oP/75n9qLH/5YW0lXnzNy4U9SzlwF3tHM7A30HweOM8eRDeXc5h36IsPuNIlJy1/+6h/Zf/Nv/bMyS4dyuGNTj/C2ScRWLiWtI/m3fPhB22qqNnUOk0dy9NpHPfAGOUZ+ci3HMpWy/Z3/9D+xL37yYwVgdKWOzIbuIP73e13LyjH6RVcAmuOwe6QZPYAfCw2701AI7Q6s3mlZVc6X0avvv/3a/vbf+GM73Nsz8hz0BNoiXcga+bFvS5R3tVVMpK0xGVpJ+t/uaI9O5hwkSx08LUP4VVQQ9KdffmmlR9u6dUJXT58veSBITE7+k4nlnlit9cQyVTFYVDLnyAtgNlJ3GKgDvD2x9c82raf9hXTZmoOmD1sPkbjsIa/XwKyWfEBZFqYtyhXkiZE6aayNCSzUugwv77jL3argCjzPcWW6HZAm8+dJKV/GhUWdGd4pHuGQtIcphXzF3koiCvC9oXShLD0dlZXBf7t/YI92mZgdyzmnrK8Ol5AC+lt52psS3QhWdtA2dDFGpVIS4TysM+Gd6Ywr6AcHBLdEiO5vbW1URL3+M+XF0/kKqHmOype8htdudCyVkxPOpyydkuIqGClQiZwqNMASlBhZAmimM4xUQYZhFgI31Y+y+2O1UuWMFODWlPuN1FgZVRwX5OBUkCFbaW+NCgRgEHTPZlMhYb7qz2wgfXSHdl4GHFdBTnsw7ltPAmW+rSIl7SrTT+dSFp5XDToxlt5U1I76yaFtrCt4cG+b9WZyDmA+1X2Qt12gAQuInltQ35k6qU87cJ4MOTPczogFu0e9jhyReM9BdE7p0lVPm4c53LJo6Yr+3pT+inWkzAzlW1f8ZV5KGRmMrCtzZog7r9Lp9BQDSoFm7aJNcma6bXz65TqHTiASX1UDcZvsHIMeOEuZSpFX1nQ/bsl74D314bSCpqP6gQc0OHX3LHVJjnoZoZteehE2lJXzYZtStWoDRguUJR7t79vmzo61jo6tVJYToB284aHArk8GqiDu+PDYtreU7aGUTj9/dA63l0Nn2hCDfp1Dj8FLdFzQPJ+lLwJ6x373RDa3qi5St7z4VPbXWpijZmQka1+/+s6ePv3MGjwPoHuvZyuWUpY56DTVj7KqA0qmasyKkyl6UDb6goJheDRQ388k09aqN61aqdrR929t84kSu9BZL8U8nWS0ZOnInhKd/K2hto57Q6mA2psNbe72w+uNSMVPGKl48C0wPavT0F94B6eSiu23FOQeEuCLZzyrkl0r2UiBRwrjOX3zx4N+GZOheNxQHyyW160z6FglE6YBHwoSk9FXam1FpG+788JO0MCMZ2giUhZ20JZQ1jdkRFOWLOTFwIwdfHdia4SCPAUturvqYPm1dZuIaOyMawcP8vBesAOGp2S4pUTKsmAowKHfniFitiIyHDofCEF2GNyMt5t4SkuEzTxQqui6ykcleELaespe2VF8pqZJsbTOkF5PUcruzmN7+eY7ZTTarcbhHOsic01JHkxCd/yCMQGBPCX03gdoP095ANEfOqF2T5eMh0x4l5IPKKDMov1EGfoXP/qx1WpjU9JmvdZ3IZMvybApWBt3ZWiVfaP1g77krg7oKZozjxshR1YYID0z83k7TOtlobvMED58oXb7O+PTnchSDmQsb87jaexnD807Pu7b5mbWGNXFBzGaV6uNbGNz3XIy0L1+V/Fdw2MD/IH7KdGv2jF/MmhhEiitEgy0CsLX/WLbsAvu0H1DBWCrFmBCtDUznxzrpf+oXjJUdjG4TauIq9zwxvO1g83jk2MFIRsKVJQ1KRPGyDFc/+jRI3cgPTnuTrfpxq5Wq/m51JzAeFOBzkdvXHf8z7QJHPPjYUdwZupe0wbcJEOPwe78U+2ssz8MXYfq/T5OpZsdvw+DyRhnRmyY5ElKeAkESBvloAail1fPUnIOvN5WlQNniRP94osv7FCO+Ykczy9+8Qt3IusMyQpDOZo0Q+wzAXD7wAPaQOYeaNef2GyEpOb5x6l8Jxna/Tl0WsBEJsqADJgI8zZrX5gWCEcaPT7mk7ZiOi9znFEgl5ND71tHCVtT8mxNelaSkx/yuqJsJW82HMsmrMmeB8mEfk7hPmeCWp/y1PISXObQkf9dDLl7G1ioDeHZLKc+7NMW2jlUMMIo0cbmttWHbRuneZQtp+C2aT+s7MrXpawt58y3DpIy9rWWfBv2cFoL0oVE1tBWemK0EgQFd0DFnUGUybIp6vD+oeIC80NyuShwQhFyZmK9zrE6Q9GKomDYqknYOkXnHx2/1krH8gVtTNqWyOg63gFX9md5CdIjbopqlQVNaOlzMNNyeVe4AaZ18wWg4Mhl31R8PzEnaZwPibKzp+bKmidk8fliBZaR09py7shfjrE37Fi1XFbG/kY7lLWJNbXDpg+7MVrN9JTrpqoc+XAtA573DJHoRQyYUNx5D0Qr4Zncno6N5dQbJzVrN9u2vrZjteOxZ+58G+dE2YtHKurwk/qRJZGZOtywQ6amDI4oaQjBKgMdG1JUKZ6G3rMo6ClTII5Q6C5xj+6FI6e4XOUIFJggb7XIl83GWFkn74iGEYlGXYGMRL6+lrJnT565M6cLHx/x9kI4h1EX1JQ3rRmlYDQJNp468xCweENUPBGcrnvxaB+9+rBwhzNf1MZGs2VlZQytdkeBSskajZYy/6TEuiFRJt2Z78qx57IF0ZD10Qf42mz1JEY5RTFjIOKGcjSR8xjssCb4vbRjDuH21z/je9V76HzvYMZBqo9lbhWXD4JUprJhL2/MeJEDSmWtWe9YuVS1vTeHVhXdhXzFnfn62qa9fv3W962L7tqxlES8GSlgHStq4MFZYhq+hhed+QzTtkyJVZk75juuB04rOrW7nkOnBcGOijNazoIzP+K9Q3owVj8vWiHNu+Nj+/GPf+IBLeM9DGASkPXl3JOu/Uk7qNV1TJn82rbOCPtAlAddnmDLb8Wha9gAncML5tDv4j10b5PuT3v8o0RxnxrlbBD9hOk1RfkFOawG3xBhhLne8uPV7Jq/JcG3GTYfPZUJZHotJT3aUn1pO+m3fTlUHSypC95E7kJ+4M7DQWI82Vc3w5yVnRhvLHNbPoMiFnl0ra6bLE+dg9n29oYd7NXUQXlOnUGbkc/zNZtN21nb8jo6nZa/2oazZds5jwbMDPMUcMZPuAVceohR9YUXQ8M+B21XJK1Oz+vFIapyFVdUpah5LIcnzW7JEJTU0ZkPBpVK0TrKTBEcmQzv/3IdQ3GNRsO2NjdciO1O00oFngCYo+UewJBtJB0QfLAZ7e/B20PbfiQDrm3ps/FNmc3NXUkNjoxsd7dgX371C2V1ipxhpRS33xv5k6Muetg44+kUcZvjxDRz939fnK8a4FaQmAPPfAbhZu5sVY6PmqKnMku0ul0ZsEJSxrxp2zzdJqQU1PH6G06EV5GcLmE4HMvJXSQ/MhyWcm+zVISMh37BkkyIdunaxGJPgYQ8SjVRXbwV4P4qpxl6QAxiYrM8M9/a9GOgx/xwLuOvoG5tbdizZ5/Zy5ffWbFYFu1td3JpvpSWSFm+VJAenL2lGyrtmM0dgzkFIEOPTQ3nB5txFRhmx4gzd4qNKPPshtDneRVlRF5PrBSIZj4Yw66BeB4fRZSx0jlwX3ZH/RoHP+6jx5KKTs7mgoNoKqCpKrvc3Fi3drtrXZ590VnM+bJM8yVBoccIVC7YBRA0gQThDMln4GZMdiVecxP6ceDLmEN3ftFpY1tpyLTMmi9lx8ExQlDIlxTIhIf9nE72yw4Olcy8evXGXnz+zI8wh8x1ZLx8/8Fvo7/nWUI9TLiF+i4HNC9jDp0rB2oZsph6GQdrSIXlifrB5uZ6OCoCCG5z+bQdHpzYzu6OPXv6zF6+eqlgo2Ad6cfe4YG/is3zXuVinCoKbhxOoiNn9MOj/IeDJN+ckntTUzFWIQYJQAAZj27jpvjv6HU7HhzXWm37+uDYvjlpKmKuWnntqXL1tB13B9YeM7wug8HX4nQPhtp5NzI4c4kAg/iOsX5PqA2o2WwoLzad/TJYg1RGzjztA6q8ORxKWm3MWTdZsVF6zUrKTg/ffCMlU8S2lrUTZbE+IsFnMpXJvX37jYSv45mB7WzyZEHHGt0j6417oisY9/sC5PI1MQKqEJ8yxcAgsranGrf9eEtGvCujGgzkZ89+qqNZ2y4+1XbB3uy3xIMnVh9LPkpdk3mZqLzWlYgf1RSuSVyejKu4kztfIs/vADjLM85cIMg8U7inEM4d2sZm0fYP3rphOjzaM2Ks4ahvlWranj/fUhbQt63tohzfG52DbFW3eJRKy5nLmHv7YR23ZF0FAxiIAxxktIMRHjIqnEJH7eipzLvD9wdXnlIqxFvOgd5yKXT+xuamf+kMh4YTx5mPRhPPip8/f+EfdeEjNMydc876Oh8IYfq5YCeejZ1SwL1CQDjdc8Zy6Tzdj03OixnKBU0+A/rmVe+he//lfvRhj07DOv/Q6mCWtWQuk9EiFQbgsVSMQ2Wyack05c683erZd9++snKl5EFcV9ErdG9t7nhbOA9H0u0MrCabBa8IB+YxTzL0UjyDnxbXv0lKfArlOvpxWDhvnPgyvuUO6y4CiRQSaikb5YtozH8zHRodX1IGfK0sh8WgZb1nLx7LmWv96z//0ooK7nn4sqKM2kfCKLomhEvhlvQKlmf09wJAZ3TmyB2aGXJn/yLOPAIdoQ0xMKaNPKgW27uloO5k78i7cGu/bjnemmlPbCtftT988rkdvXqrfdIDBXcpyWZH/SMpE7opZ95Q8BvqUX3OBwUhupkP+MYSbvtgkOhOOt6k2RehpoqgQ1Le0K347GKukLJee2Tr1ZLVjvnBhaodNztWG/StLrkQHMv/2UBCyqVS+H8XOjUBzyq0ZEgcQzxz5i7seNb7gYYzQgD4gQW+M+07dSOGYfhxAV9q1zzvuRuCor05GedMsmiPHhft1du2O3HOo1mKV9QJjpXVtrwT8rnX7kiC9/l4Qh8eisnr7+3avyj46GffHQwdNQyWhiXtga8KaoYyeumCs5vMNJ/ZsayCrAGv6ki+Q74OJw1uKtMbSqGHCtZ4JSUrxU8rgvOHtlQTYOAp/JBKCBr8SBKjxL1uhygTJBSc+TymVKkjhVEIuB7O45OVoWeN7LimLHVtQ3Lq+jAehoP506MjRpmURWQpZCkK1LRrNGhajw8m8TXB0VTg3EYLN9gqfjs5ftdVpxWnzv3ICEKrGdlK+TPFin5uAWphfIt7zbJudBhM28Emd+fOHMHB+bmRVdpZO6nbmvrjoC/5SGbQ//nnMlbHR5aWHId8MWQKtnEsDJT1ZeD5ciK39TZQqJu7xcBbBzh+CvZrd9x5gwyF7BTHOgu8BdqYk8PgSWtqzEQigRrCN9TZBXiKIdvXtTh0BeoTZdgtGivwkk3jqOZBQ16ZF0gkM8pGlXFJl0NeNbF1ZeyMDgwGYZi73e7r/hl/9IQbQ895StA5HH5odTjKXw96ws6zo/AXAKe1rDl0b1jM0GmYN/Fsg4biOx9mysiBZ7UEk5R0RAlLUkHSmizgIb8PIIfmzzshT/WVcY/P3krDmZ/SLvoFtwkJxOktGV+ZiuJCzNOJzO/yoTjaQVpFS6A6OF6t0zAaSBE6Jw3jQ2LW0bkIrN21n/zgB7bXPrSEgl0+0hQkrX863lI7+arpQAFhhuSG+gSXOTo8V7d//XR6/CFAugmzcecYypCb0ELajanZEzM2dhXhSvPhP868WipaXUaEp4ffvHxrG5LosNX1SJAxXX96UAUDE2nHsfpchw64cfYexJHbg/7Phzgp1M1w4JQAlxujCCgbFGZ1NvF4TrfkN0r83XiVdksdWw1+8xrvzXTCI39giPnYNTm7l9+9sny2ZH1F/4zu82ZemG/KilQqgdL7Q5z7QqVpSSAfzoRZpXqrob9j68p4w/fRpG3DMZ9dqOt80dyTgWMOtlQWb0Z28Pp7q8jIN44PZAxkECWj8bT4d8PF46G0hrl6Xt9ZBHCPGihTsQnaywG1LrpvZMsutNMzqjhlo+Ci3e7MnLlnP4q2K6WKjEdPxoMplKScibgxnBhTlpubvLYlHihbHGMM0UGq5B5auhFnXfs5FEALI3eDRjHzLm3yNi0Kp41qYrkAU4rfQU/9Ljpz6E+l+TRv0Z02Tg1nvrmxabs7fLSSL2YpBIZ29VVGMkCkil+X8qkEpzvINrYtFnDKF2F+/QJgxDHoOLLz76EPda8wlKtK3FCeFv5xzIdOuQcZ+jR7Z5tdhCmMGm5trbkzPzzkFUyenVh3Z769te3OtKRs66R24rR3u/DJrFiURZBToS4vXEil08IC4C7mS9wPzvDhEixzDt1Bw6NqTmUU5QRw5jR6Z31L/bnnI4/cNyFHlJQDbxOcYyDLGX94zPIJa6pPteTkMjw4BHQ9ASSBDHoSLM7pra8CdA6lb+Cu30Pn3mTjtCdm5bRxXlCdZtsKGxVPaAYQIfpsvWAtvtmRyonOtm1ub9juLl8H1KUT6QftHYw9CHN+ar8XCI4FxOUDgngSc3O1b9qZoVv/vf88ffq5HR8cy3AoYhOdP/jiB1IMmTOlPYNOy/7WX/kL1nr5rT3JJ62S6Ft11LRk69jah29sLSt3Q32qC4ZQ58ypT8siQG4Mo0tFrK/exc8A+is8kmpSvZZfFOJ5en4BrmwKRCZNK4/aVlKHKsqW5VSeb30h45exF8/+QJwoy4G35Nz7chKPrV1L2z/x1/6WHXzXtELhmTrjuozeppRSUe0RPDh9Hed+gCrnRX1F9K5JflUV3jClXWTOOX+45ajR9OFGfoCCrHM45ocWBvZ4q2J5ebv8KGnlzliBWcb+4LMf28nXr22nvGV5Zd9EvEgQx8qX6XS2ruRHPEraDj9Xu0zM9Ga6xIGeGqy0DPOmnfCwW2bLjvYUWU9KVsxvqyPL0K89tVZtYj/6/If+CYF8WnLbk6Fff2Gl/K416jo/qUAtqWAgyYjFQHWTl3A3KTvfcAc80AmvxxhH8XZc1bIqxwCfkcHt4f1sWgLObp0iyOE8cnxY5uTEh54PD/nIPW+gFa3VViC+sWbFguQl47W3/8aDszVlKtVq2er1E3/GBekRNk3HQmCwMNcqHwoI85SUGe/d0r3bnvPAiF/1e+hRvjNM73da3EgFwxGidt/HkXhtV/aIsiZ6yc5HsmM89X5wqKBURqvVbvmzMIwI/PDHP7K6jHxPBjvDELxqCHYv3i+W03ugBZR4P8pNnPnSAfsRg9s9tWvKojOiUeadl/Pmx5QAbX/ybFfbIzm4kfVy4kEhZV2ZhmE1a3//y19asqp+XcLZqT/A7liXaOaHW/jFOX65jBIP3Qe4N1/bz6qRabWLtrmQBII2ZJYo521PSU1PSdvXjT3rqLtmNkr2eli39O66ZapFaww79v3eG09U+BGf0nrZao265SsF5yfPYPFMh/8QkPgx9uhXJajig0Kiq7A+zE4OgpK68Zp+5EMNrq7vWL954r/4tLO1abWjY2WpOjeVtrIc9lCRfnfYtaEMBFlBSdkC73bXZWSqWzs2ELP5nd6o/+KJ+BB+axb4r5bdkjO0kVyTunl0Lau1MKTPXQSMgxsIp0aS0Jk+hint5Z2lcVoGkeHztL3dO7CNzawi1zX/RvlJ7ZUMT0ktG8gg9q3X6FhPPCiLPpq8f6TMZyu8Sz+92wcHdDMowgocpB1uIkWz79YOJNuWXBje2t3e8aH1kbzbT374ub18ua+MZWItBWzPnj/2Ol7J+Oa3t0OFA2VJOUlL9fgcunbBTQ6xhhPIiXe3pT/WB3hY0bfYCVxneGzv/Hncn4ANmWr/KO3zgfFhF5CUUScrffXqlc+tsr1WXbO9vT3/RaV2p20dfyJcmo9DV+2e+XvNQXvCPbRCp4htciuZkRqFUQOghHgh+hlyhzbvddoR+qAKQ0yCB76+a9ouztHS1VoYK2jlK1l8xct/wEXgRzMi/cyl03fHZLhyoBxjWHEog95sNf1X1fz+03oDreyBMPRInNCB6e20pX9sOC98x/TCi3HVe+gTZWo81EQV2eg1uaeYwTcvuE1a//hNiRSfGUbZGRbOJK0pUaMBBZ00/1xjSlnXRJmm8yUh2StI5eNPA+lysZhXUiJZTwZWq7UU7KpdDLu5Qw/0BroDG5Axk1msR/5HOc0Gp9hxBZY65C7wYLIv1bjQpMCMmS4NR7Zemf6wSu3EHn/2zE4aJ/ZGwV+lsm55gizZxVfY60LZecozKc+3H3kwVEyqfwUGnAU8UhEpV2KZQ+6O+bbNLWkboXl7PLBsJmtd2Yu0DDfcKUmHSuof33/3jW3grxQMDtVHUuoX6AySJiisN1pWqEhXQ5UO7Csipx74iywfEhLj6cQWkarDFfuUAPaOJPCMG4LQeD64QYSXZP4gnhivj5gapJjBxaNha+5+sz3vD26NOlPTjMkqszZFq+dnTHe6IeJMFXaxqWVfEXtWliHBL7Wxi6c/pd3v6Nz0/GjPpot7w4zU6fI8OM6rKxhxDDs/MAM/UFxk2uOzUbGSecQKtfQ6wtYZzPi9AM62f/4uQS8ub1o8N5x3FXiiGzDEjgrLlvgyqDP1BMc1j3CPC3Cuf1x63g0xT5/X9c6OC3fduAEYTR86DN18ZmAxqDgXwJEz9dJv5h3cdDd43/uDaPRiG4CvT/cDdz4R2s1mvLufxQ7K9JKYjCHZ01pwoDK4CvBYZvnQgmroT5+tiM71XczRO5UviE2iHRGz9twQy3bo84jtBbM2Ot8m4X58qc8nmEWTAgF+wCQd7Z3/PQVnnaH1ohNugMscOvJfdMh9hvNtA9P2cSjKj/X5ZkNfOpN2XxY+IvVu/4hVxzq4BtyQ/A8OF29oHE1VmbY07oflPrfGzghtBIfG+bGo88yXaX1n6pmu+6XxfguAergTKhnrdsxuEu/BWSiVirdP+zjOIS39iXCeWPZrGJpS8Tqm++YL0HJ+8z5xXTv8OORNlwFBURk58QORTfNlrmIWUX7zZXp4IczdRphvQEA8Pl8Czp53NeiOlPnuGdepg1EGdPW0nNZ/rkwbcLYtt0esZ1bXOzsu3HXBjtvjnXpndEJzwDu3e2fHxbjqPfT4CpVXE1emdbI4o2Os0JzpORyjV7M5Hyicmt7zy7M4e80cvb4MmN5qIZ3HaUUnsZQ59DnE9p5pozaw1W6v5w6g4zxIHOmCl/PlHVrj9efquQ7QObxgDp1A884c+vm2zbWP1Xka4zrFT0UN5lXhHGJ1Z65Reag47bErrLDCCneM9/k99BVWWGExrBz6CiussDTgtK96D/1TB0PtZKlk5Ut5D/2BAzrjXDlyv+v30Fc4i5VDX2GFFZaGmJWzxLBf9nvoK6ywwuJYOfQVVlhhabjqPXQytU8dH3IO/SECOi+aQ2f/nc2hrzDDyqGvsMIKSwNG/Kr30FdYYYW7w8qhr7DCCksD753zYFzMTtkmMyM7/31w6Ks59NUc+ofEtQ4dBWSI5Dz8HT0dW2GFFVa4DDwQh+OOzjt+ZOYunflt6vp9CCYi5vk/j/vkwe8T/z8kVhn6CiussDRc9R56nFtdFLdJLD5UMrKaQ/8A76GvMMPKoa+wwgpLw+o99BVW+HBYOfQVVlhhacBpr95DX82hg9Uc+vKxcugrrLDC0hCzcpar99BXWGG5WDn0FVZYYWlYvYe+mkNfvYf+4bBy6CussMLSsHoPfYUVPhymDv2yXyi6IIJWH+RRlgnLuO4HTpen4PqLChEbhfUVloLLhXIBzsvnfcoKiyD2nxuJSZg//2ZFXXyun/rvm8f94PRAKFOc3x3L++Im76HfqN540gUnz9uhefrC/rhUOXMev2y9fHyYOfTYD8My0nUT+gIv+PnguH7FdedPuvTEU0DnUufQL2nL/G7uMr99Sq+WZ35im18V1VIHZ7/CRpkiblJfLHOHHwQSk8lIbYIYOvjFSxifTGVU2Jf0H77nN9JT09/WBadn8zcCxsXtsAxXxH38VCU/fsrVt8X8/UCoKzJa/ecM3unGk5Elkknrq7Nls1kZm7RfMx6HB3iuzSKmv7V9b5j+ju/pb79PwW5vulR0LPklZUT6fUvzm8jaz2+E0/TRkJ+Lnf953Hf54wf5negzmF7h9C8ivwVB+64BMoXmvuhPMsyHgNmh5cyxTYGhn0cU/+nei/XtNoDTozl+U1P8idvTn7rVedObs+TuHJrvQWdbfBaZdE4nD20oHeC6Ab/7n1GfVgVZbtinJhUqoT9r30REj7XC+ZG73jaW2un3i8sbkD9z3HOdMfataCFiNRfRfxmcL6ojtpHNoTbSEjHL/PT30Lv9rvZht8a+jFX75dAxd6/Q0jnEHdPl+Wa9c/45YDsJYKLzYrgZuuOw+6IYO/WRg2E5vyUDL7EmrdcfuH1LJ1PO+4l4Ae9HEihrSb/ilJ7Z9pTgRIyGIljnZE67ggnzdOLQGbHBodOGhYfcaQNEAtbVltjMsRrOMgZuQdNib3fO+DKbVf9QbjkZYwclr17fUpm89mlnbB/16g+/wS9v4fXBdeqKP939UBDoi4tLltGgOKYMuzzCjddehiiBO8TkZnVe1OKZQZfD8qMiNizj9lXL62hdPlyBXSbT9qhdjigzltN9UY7efhDPFcK+2ZFTxHqmmN1vWu4bgW5WbrN8V36XafU7uKHO3QTxjtfVyHHOjcubtfR8rXH76qvP32d2b+Su5U1x1XvoAyUGEbNWvadOqUovp4g1nV+eBddcFDTclLaLa30Xy55DnzncM/TetHVY64QcEr+OHgr/2OYf2+AiPt0U0Dlc9nvo59oXdRQuxEP09Rj68hcanW5OOK9zJEfsP734DM5tPiiInmDYrirEb64iivQwhACmAbYobMblqXqoTKJ6BBZOLDNX7kigtOscQjsoIfQIJQypxBLhdKqOWHRQS13h25cv7xtB55Sh0CYtnUKtj2kfNKkgFd+GJt837e7TfUG2ocQ6KKfcQ2apab2n28r5vQSp3y+uk9PpepRtWEZEfTgt73LiHVDHPYN2IY30+PKSYmhbwUdKgg/74vrUaLkI9YcCj6YypW7WgrSD5vg+rgHauInzvel76NwrwnX1XIn74zKuIyNocVqndMVlclrm983zweWr7VjfrMzfI5ZzmG/vfSMhmzxf+AddtNH3TbdnJVzm6ykdT+s4y1hCPTrBz59jQFxVkVkPrmB66F4Q7007VKLsAoIHwsNQGKvJaE9GDU+r4clxKKcjD9NKvCIV6vb6w77Aq2l/m5bYWx4Skhj3OGhzWYGgU0YFzIbehPPLU0QGiZ2xOGvnyzJZgjGjXcFQnwf7XF8Fp08bYTmldypYj+wuWDLcd9+I0agPB6mwDbU4eS/Tc1yW0+MB8/wIMph37iPJZr7ILE6XwZFj5rnO+XSfEI2XyYfleXmGZdiP7C/Ti7Bf5d4JVHumbUBKavKZZdJHCmjnxcuUli7duW2W8Tp4ILsWdEPL2B/iPWKZSds7VGTK9czBaV/2HnqnFZ569/adA+2IbYnrlNjGWAhWXFbn6At0x2AkHI9Ljvt1rKuO8/C6WYbNhbDsOXSaH0mYLacNn4lpDpG2GWDHUEx1Q6EjgT2nRYi8jvaDQh0XVP8OoHOZc+iY6Ni2aP8iWKXgq9xfQR+3HEqbh+ECgpdASNBC7y1iXAj6Kb7bAT89IFRhEoEyd/hBwANu5Mby8uImMmzobNYxibAgEKQa3r0olOnZsxK1I5aFQSvmy7w2Tgsd96IyBWvjxFhFDWa4Zbru++LxC8pDACyeb9M860/LqQM7i3kqAv9i3Hn22lCQfFyGe92F/BbHPP3vlKlMefhlJk9kq+UMF+mGysypnynn9e3DA65zZ5yshCBc1M5QOC9IKW7PHw+2vK/sfKjC/GDYG0D9npXAQvgxVybi4U26b8zKWV70HjriuQy0hXvML+fLKc4fCSXyKcrxXXkGzDuq84XmzRftOlPuHe6QTkvM0mO5ENDljddxRsMp7ujmijt4lSmgPfBkIj8YCuvsvy+4TM60JbQnyskxFXUCeuaL06gs3ZPMwCcP/eTEKUOWsHTGq4Co/8mRigITv9kDglNyidhnCO4ABO5wfmoy1H624Qwc09IL6+yPmKP4gxGv+4vp4X7zbTmPqXC0jCU2cn7fZeXquj8M0DXkEQt4p1VS9rAI9IXzgoE7S0+o7zxifbH+eK+Lzv3wOEvDRQWaz9Ma9kfKLkHUn5kuLRfwdN54nAdijDLA2U7FOsW8dE6XpxTG7bnjuheJCudE+x2r9GZog3sEIzbdNwNnn9Z+GW7yHnq4h6865mtmyaG4nC9+zqxRZ+m+jP7zSxxCqO1icP1pHe+PZc+hR4czXyLm18H8cbLZ88dnzGSh4gENRZusg8ipKI/rAJ3DJb6HHttxXVsCrVMiWFB0UaArJDDUJR+vZcKXBLhx5PMMr+JNF1GMJSHpUbgK7b2sYPyCAZEzUEnIiTOLGszAJSU69xn1gio733kXBVW9U91sRzzMQlmPAACH90lEQVQ6X6ZgOIWFi2++BLy7/+Jyn1INshm5LE7z6JBfB9lNlxhkPxdzTiAWOlg455SWcDzuPy2n+07rnZ9XvT+ctv3qEtv/7jHHVBcCLtAZV9izco5H7wK07UwLtON8iaApLo/pzeOzARMZyYuWZN4u7blt6B1pGZ+DiL32DD1xIwYzXqY8m/XrWC7Hde+hX2UL4m25w2WnxYwKeqEr0ud0i29D3YNsC/rjEj6MfRnqQO/j3d79d9qGM4gH7hGhCWFqjeWssK0iRpyep1WnAYZrnTGqEXKMY8fzs6Ay9syRwy6uDU4v3C1Ch6a1PzSEds5aijpEWnBikcYp3fG8qAHQSl9g5Ip+Q/H+IV6dvuIG3tGIB4FkNGwpL8G5I6z5Ejod81Jh218VoqM7uSwvKlyk8844dRW0YGmaoPt4W8FsZQ66MZJVCe7IqRHUDQhUvOiwl7A9a/eF5b4hByw5JCWP9IQgayiKgiyhbgbJgP1B1uwnANBuP3hKS9SFKPeI6Ly97um9ktMSZHvfiDS8W87LNO4Ly3hW0AkvU66cASc55vVrcXCneT7fFDz4QtuBqJCxUUgnA37REmcHXcEosX/qxKf7AqIMzxE378znjFk469y0xSW4yXvokZZ5xF3xHvP3OtVd9kNnWkXLGV1hORG9OG8/rnNPl4EPHIujD+h27COX4Sb0nsey59A9g5wucUaUU3bKsUVGOaYUcJ4WOCnPRGX0zxd/roJy5vpT3p/bfSmgc6nvoQvzbZpvF3ygBFoDPZG+2WNdfkHgC3/jNUAufLbt5fxNzjj4hwFp9cj2Xn6n1kq4PYbEUGqzTrtrzUbL1+PQGJh1Pl45cac+tv5Yiurkj63VbVqn3/YS9qFUEtxsSH7gJUFxVVwM2OZQdJ/TjVmZMNyjzt7v9kRtyg6PTtSe8NR2X9rq76B3WpaWsCEO+go8iMs6Gx68XFbG1mg0vB0sUdL59eF0qGmpoB3Djo0HbfEzGCVkgwOejAa+3e90dd7EspmszpFLV7u2N0o6j+uDDLVCbVMEecOSZr2mZcJODg9s1O/ZcKojJvnG85YJeAgvI5/n131J+9+Ry2npd9su25yi8WRKGtfv2mggXRBvXC+kA/70vnQC3UBHXFfYh/zO6RMl6FrYXBTII74HMv+P+1MwgjGTbTWaIkn0art2fGz1k4YbGaRwWUGsle0d62vJdjKTNrS0IZ2g+ZjaVuvEExZc4WTY193H0ifxIOJCw4VluB6L/B56vOuQ9+gHfRuNkenE9t68cZ61Wh3rD8icwrknbI8nrtY98SlVKFq6WJrtG4jgmuwa53JNfxiCioT6S6eJLjHaxY/GNKzTbdlYAaskPf3nrDyVeyz3jI74AqCp7/aoLuZiu7QtXZfKW7vTZGBCHKPxknke7gUCsFDoA8tY4BWFM9rqP0gK5zvs950/Y+lItC0cuw1uIv/rQA2DXsfbROm0GiKd8Fz940T9o1Hz8yI9lEgj2g3nxuOBbWyt+/OA2Ltcigd/x9KBptcJZ4/rh1pL2FD87WD/lNkO6R9z32F5KEhMeg21OiXi61ZdW5cjHthAFGM31tfLdnBwYtvb69ZWZL2xXvWMEGblSgU7lpEfSHkyxbwV1XnocP6Oof5BaqffsWI2H27k7IqIXRXWY1Lmj70fEARAQT26dgcF4gF1/HrDsnRutcWFqkPN9lBGPm3lLNcOrCsDly/kLZPOSnl1zrArobasXKnqCuqCovNLQNvlPqVIGF+Cn2i0+JAJH3NYGsiQey2zrEJOyW3/4NB2nr1wg5NIKhvRstWRwisjKubyNhzJKKoz5pUtpRNZq1YLdiTHAOe8OuhQ1gJCnq7Or0N8kCbrH+kQY9yBDq19dCh+FS1ZXNfNOLYczPOQ7A79Yhg3GARkTblMPmGZy5IRoSt04bC/XqtbZW3LmtrVk8KXi9JaHRInZbi6CoLaVqpWdCp1AK5jQahECduL9ulY+2XoTOedcwrGUtNMp622F6voZTBKZB883Uo2dX75aPuRNU6ObCAD3BmMpCoy5hJtvzdSf+1bWsYprYgnK33hA0QpBTTdTk88Lljz+MTK6+EdcofqwxGGNgf9SDrHLgfvob948cKDL/rG0dGRbW1tWa1W837Ch04iyKAAfRQE6SqbU4BVzBed45zSVF0ENhnpdEq63FXgNRZtxZIicTWupfPzmZx0njHVhDVlfEd99fdCxltbl1PPqZ/n5O3SHrTrTlSuciLbtraxobsS3uCwQvs8yBL8aWm2AxMiG64EQSgjFOjucBqgxjn0RbJ0mhCCs7ZV1BcnCkjSCkwZsUNvQxcRbZ60dCwrO01QL1aptDyoyxUrqicQESgMS39aWvSnE4R6c3xX3dWp7kFLWny8DuG8oLuRZvov/Fg0S+8oGQPho2DIKum6VvZvH0h35CDQWUB/gKwoOvzFs60dqx3VZBtGbr/TshUJ6WRHCRJt8/n+dM4y6h/oCQESfbIgfjdrus/axinjHgCSjVpTVpsvaUlkaSl8Oi9DVlYUk7Q3R21bkzPvSGuy6nyDYUqRb1JKsCYjn7D17SdW3nws4rbFpLxNknIak7S1hiNrK+rt9ekSqAIldE+YOF+WjYnaEp05H8VCfepKWMdy5inp4sGJsh7lJ4NRSg4wZXnRJqtmiVTOSpVN+UllcfKbFy8n6pwje6OMAaVFUVEs5gtxPkt15hHeebXUvXI5GQdpb0sGayTriHPOK0PB8HV1TncgutJl8SCjkrS6BDtOZiW3jM7Nal1GXdf4E55SUopIVbaC20ja25evrbb/lrtacXPdkh+APngIL+Ep6/AYXsNzeI8MLpePaO5NrFjZEItwwhnxhqwrI83LOm3oALqATqAb6Ai6gs6gOx8aoZecolgsugNguBZMFLiNVBSF2PGbt5aVjPIquUuWXQWzGHVetSnIOI27yqwU6ZUVBK5JL0oy8O23B3b86rUNGzKOcgTDLg9rjYMzVx2hhEBGyqKNUC59inoOi/4e+rCnAJQATsb0+ODA9kVzpVSxqhx8QXX1my2rKNhcL8ro6vy6EpCiDHtBtj2p+xEwFGWFC8q8GofHzocNObZSRk6uJdsnByOlsN7hEUpjE/EacqGs1dTxi3B9sz8YusqgBwpAaW+32VD4MbbD12+tz+iVnFlj/0CKrd4uZ6UoTjJPW07tJ+XaKBaMcCKna06LW3LpFUWcUCD49tX3bqsrlZICgoyy04HhN9J0nntGIV9SAC47QP8QXZNB38aiU0yxo7dvFKhK50QLBbrmaYX2oXTAqVCmTro3YUpI15flxNdyRelW3lri4fGb19ZFXwQPQtQfyuvyFSjLA0Ji0u9PWspEc4WSjFtG0etQTiDMNaG3GBeUhUy4muXnDifW7tUVsYTosKsTekNFLnKCZDii006Oju3J5kawA6oJZYg5TXDiKt4pdLIcSbjD7UC7Ztk5OJOhKzpXZy1V1uz1/rHlyhtyQtqrzs5RMtiiGtVpj5ShpUxkWDlT9KubitCwN5kQoF8I6MGIsDxWpouzwfgAMkuiUiK8pYEMfTKwI3W4YmnN8uub6mziheSIs5LtVpH7kmBy0K19tKbWGNpnz5/boFm3ug+hB8ATnPg88qKfkU4ehszLGjaPDxWVikfqMAMZ20xlSxUvL0Mnq8OBx+CIKJoof0NZFO1FB1lehXxK7ZWR7/Yb1pSss3JmDDjUZMsVg3rUDdnERkpardeU/u5sWKtRs3IJfeAOU8ag4ELM0u86Q4/aG7UGQ4UekTmj7B1l54XqmvXrdcuSKY2R9OUgS60Uy/5gWmb6xTaH9HOizDUBASMRzaiSaGsdHSqgV8CulmSUpcfh5tCiaasUNEayPQu8AjjtMJoSMjVkR3aKY+drcWs+Ahbgc7ZanucJ43h0w06jaYVS2XondemzAgMyMj7ZqboGcmDUqz++v7G/b7tPH/v1e6/eWGVnxx2boqOQIcOLHoGLbsqcDE2UPpucfbfdtKb0bGvnkVuvIP1AQ8hcta2l75my5DJg/MkcYyaKPYAfMUtfBDTFR1YrZaudnFhJAVqGfsKUEUvZdZMMjWH4clkXDBX4VL3dx52TUAPfyY1EzBNEsMa226+EtcnOCY4UYDJN2VbSEDPtqzBPJ30X+0ifpsSsfRFgZ+Fvik6s/tFS/yitVaynZY4RNkYoHFp6U+NSkK/YyFTVP9L27TffysFJF2OQylQGDoEAlCFrBT8oOzahpPMGCvad19cpwAeGAt/JJF+s2ECddEx6kmO4WI1kwgnjpcjWey2O0tuupX+yUcfRKBSGiB7PJ0En88r0asdW2tpUZPPGusO2X8Z8BE9XhweSVAcL6ndn4BXfCjHKf9ehC6q/3enZvrLwLz77wrKbu9bXuiQSiiJ+DGJ6Y92GR4rQccYoGdGs06y6ZwpxEWRMhg3b33tl29vbYY8UmGyqrA6EAbsLpb0cahvf6O50LaHs/OXrPXv+4odiJzJTJ8pKNlk5JCJWyMCoiNUZZdcDIveyjjGX7BC9KPr5rKtL1oa8h/ZWdO5uqpPg+YaqE2OQIOO6vfyuQ+RhU9kSTiAahwPJbmf3qdqAk7rCMEp+ma0tGyjgcnnSQVkS0cs5yMubhKd0TEZPJbtetv7Rnn393de2o/UiD1Sc0ykwG6a8xqDdFEGLg5giuAO14wy6ykQZdie7TooHpUJGmUXCsw5M8mVgiL2p67flsA+VfXCfaMLzMtAJ6Q+DlribIGUFOq0TS8hwj8Q7f1rezw70pmQnwE0dGkBuGN75jDwad4/Ip7jIoRPQTNBbGddyuWIdZdmPd3eslJbjHbaMcAvkpCM4iTZt1vbz6bA+92SU4PvDQ29vQfLCAfSkV4Dmq7f7NfSE3331lW28eB72KEkJ44icFeied+jsuk78y3TogIz07ZtX9sWLH9iWbA4jFtjarXLVjhWw0/ItBT9HsgFkpHTZrpoCnymx+ZHvtJKlH9fBjja+/fZr23r+TAcn4tvAp2Oz+fCQY2raHy7DMh36VBQ+1dsW3YWMEii1MSUiqwo2uGt0uReJiX24rY6I3pFTJ5mFblrFMZZJ+acj2b/YNzjeIGDKpae0Yf8eDhK90WSSS5ft3/l3/++2Joc3TuXspNmxcVpRtKK5Y0XRzJkgjIIiEtSbBxEKSvnq9aZV1zZcWXNiYv3kSAGuTMyop0jm2P7n/9q/Yl/+6j9xAwKDUupc7njdQE57BJnHTazCJbjOofOwEx21uPHU/k//zv/VUvmyFx6GGg7GtrVWVQB7ooA2L+fRt0ZDiiEjPpQB4QdayuoYQYy08ewyO+7Yf+u/+k/apNdwJ87QMK/joKx0XJwQjn1pgHQPrmhR2p/afPLiZ/av/6//d7a+89RO/AEg0a/ziKYBBokHPh4/eqT21SW7AQmXIxiuAO8E4uXO9oZ9+9tf2P/wX/rvKnv7znv8uNfU3ZjDlDKn6Da3l991iDyMPGUOlrlXnEQiV7F/7z/4E+snY1DxrpxSat/R0YGuwfFTR1qy6vh2q922iQLWdIY55ImNuk0v//3/zr9g7eNXYfTFpzSob4oP6NBBR1lWgbli+gr6LJkmtL2ezdj/4d/6t+zFWkl6GHTgImA04dfe3p5nVxH0Z/jZ7w9tUwFNplK0n3/5W/sf/yv/U/tO2Viz2bCC+jY1R4dOlkpvTamR0aFN2XApuA/BLpk5c5u0geF39uNoqRWggxToj7zgCHSzHLSU2TNfq/68KWP6f/zf/tv2dGvDcuOudWpHM0dJnegM34xnHfvAPD7z9ugR6+yj+Mjd4ZGV1zdk8xr2L//P/lX7c/GJYG+UlEWRtU/JGQaZQLnInTbO6Wd5Df0Aw4++0kYC1OjkFp1Dd27hXdWWbTmW/83/6t+wLWWled2nogB/rPo3q+JHvSZHmtWpAztRtl4s5q0vx0yglFM7oCW8+qb26VreAPDXtsSDf+Ff/O/Z275CHmWpx+LRxvbjmZw6SuRKSuiQz1WA5ui873IOHRHUOwp0xduM2uxJunxXUr5pV77qf/9v/pv2aGPDP/Ub3tBS//e+HCRKDRNdxFTC4f6RgoCyT0XQ5dutruhU/5DdYXQnXS7Zz7/60v4n/8q/at81a9KxmpXlO8KPUz0c8DlbNSpjO88+VwTft1dHDRtlijbJVn1968kPbL85sGRp0xrDtDUGGUsWt7VvZJs6dlwfSUnk5Ed56/RSJj5YNqeOllu3V7/5zpnuQbgXcTy+DMiSbPAG83C3AsZPItw7PPGh51Gjo4BFgsmXrN0f2au3B/4E7OvjprXGGWuNVLRMFjdtkC7ZWPTn1h/Zieg5UUB20bLWk2L4PHp4oh1nDjBYMUtfKsTORp2nLtMedXeUbO6/3Ld0Yd1lKCvt9CTz6tT9pGSXsmGmrOxrS7Ie2VFnbN1E1nqKY3vK9frT0k1Qsl6+e3NkubUd8a9nbb/HREl/2TKFqtWbuvey5DcFPISX8BTA42gU4T0yuEw+LKET3YUPHcvZsVIO5DtIlawn+tABdAGdQDfQEXQFnUF33JndxGovCSW1jwyPeUv6kAewMoLkDM93H1lKRjUr3lxWOsxfv3plRR4u1PZIjm54cODbRQWDWzKGDE+//vpr21lbsxbpigJbfpvN+64KJpf1M/D+PC1XgIxskd9D39uXg9U9GP73IXE3JiP77MlTBV0n1nn71rbEn6oM7+T42E5ER05O47n0piI+sZ/1vAIIjnEO+7imvffGqnKEfCa2KMd9UKuravq0smrdbywnhrO7P+lfA7Wtf3gsvsg5S1KPFMCUU9Lp3siab/etrOB1/5vvbCC6Bic16x+dWEGJSlJGOi0FX5MzKjSVuXtRz+dhQQIn8S/V6Vmyy6iK7sOzFeLJBiNZElmz07Zj5p6RyT0C3WSqmAeA49P+3j8YIhc+235kaRnFtGjJttX7RVtetBeaXSup5LXdebtnDZV8b2iplgLNvSPry7mXlOytyTlupQvWfXtkB9+8tCfVTWsrmUEPeWHLgzz484AwDTh5qk/RaGHNsmu7cgYVz9SLlU3bP6wpgtm2WmsoJy8HlSvLKA6tuLalY3VtrsuuKnPPlSxTXJdjSVpbwq9sbGGNvHYQI9sZMJJ3bihj5AXC+tbWuimZEZJ2LMXGUJeqW4on8paUcxvKyJfluPsKMEZyZNDTkiMQidaQw0tki4p35ARZnivJbMHn4ogyyYJYYrhwQhgtssqlIxV4iB3yZ1QqG5ZVpHlUa1sTZwcxaqspm+1PFLQM1CO1/faobtWtR8ajIMofVJh3T1k/wWtNymK1vyd+TDLKhuXomI7gQaN8VhmTZMnPMTI6c214viDgIbyEp/B2ntfwHhm8I5soLy2R5zhZsL3jhmRe9NGZHMFpF5eorEnnoAul6oZ0Y+w6gq6gM+hOwFk53nUfpr7IRqQZC+CnijmeJMOR4/EBLTncNfW3Vu1EGerE8uORysXLz7a2rX98ZJs86CejV1JQvZXP+XYS461AgV6K0VvPiT/cVJlwdW3TDhsnagdvrUyHH1VoC3H5TeXOqBWZMjLEgbNNgIJc2fYYf1oXI0KB1wx0h/vtbu7aRHLBuSpFl5IzyicVFg8SzbptKMNMM6UkB/Nie8tpSyrIWde5A/FnwFPrDMXKCW3q2Oc6Z6Jz072u9medR91jZbDplJXdHiWVlCga1DoPRkaQHoQRRtoZ2hzbfRVcT9VGAlACUxxO3F4sOw/IrklHRR9P7gyYlhoN7NlaRcHaQE6ZKYmJPV1fcz3hwcCdypol1XezytATcuD5EXoy1RlfH1tBxqSsYLmgbR6c46eyDV4ME94HeaPppm2Hzpid+yivrkP27Ic3iwBpMeoAuMdI7SXrJ/ioJDPWPjmxrPhdEG1F0VRSgabiKCFaVcYJ+0JB8UDyX1dAl+ABTO1bU6BSFd3jAf1DiZkEnu/2bCvqQy5rJWX+zZPw+uxDgsgGE2soQummytYcK0sjexkmjY/ZMxTJU5Q8/Y6z7oxSllDU0ieiUcfkXc5cpWQ1RXMjWcG8lId5rCbvKY86HlB75xSfE0mME0Xxf1KdmQdybtAprkLsWBgaB72N4ntkCOIBOrVoGCujrCvbLCtwqTWl1JmCnSha82/fyZk1FNGlZNiSMkATKUn40tS0qLFnl1JYRXXzc2Hzw5quXEtGpaqOJfp5RshJ7cnpaY3MMqPolayzq6x6oIAlKSPOEHx3MFIQs2X1ljpVUvvkuHl9EOPtg6oJOfhk0YYqowRPtcrItmX0VH1m0LLkWNlejifl5/i+JMzzcJ63bhTFe+Q7kgL4ZxrjUiXKrC3DwTJdLFtf9A0VzTeU0QzRfAUDNWUm5bVt14kxPJKOuOMQgu7gYLTiOhVBmxiiXFB5BX7P2vvDRK3WDUPRgektEzLCnOEjaXhbdmbkdHotK+XSPpTov5KlE/yXs7ScL33p9rYC87ECmLT6bz6p4Fv6MGwrQxcPUuqn5bEydfWDzkHdHTeTpwR41cqWrlH/lnHPaMm7AXCBL7BNWRDKFSD4wnHHbJxtMMvOp0v/wIsML1McYdaa4VFdJ17wND19cVxQ69L0Pqn53kvbFT+y0uXEQEY7mbNuvW0pNQ4ae/WOlRXUVbIl5wHH4Qf7i5JxUn4Amoq633oOXo3UR3QzldLjJ4bKj6Qr4eMzIpcAhDaSAU51gTnmsHZPIACZ6iq2qFwSXdKLce3IqpJgcdSzSnpiXd7HVtuT0q1Ooy7HnrSSrsUaTKXg/MaiZSYKcxVEVvpy8Kr0QJltYl2JnGzjRPqDM0cNeQI+BGC3w0z+C4AaGPDPqu0+qiJ/xHQU0XhXjh4blZ5oyRPso67o6ltGuo5+Ma0A1f1a03bLFZso2Mpqu8C0jvSi0VcmLhORlA8r6botnd46eO33HSb6fvPwatzDQhKDgLDFDjdyZGtDf/cwMDxk1gjOY1St8chFYAbAmaIKvAsb5l/ELh1ivyu+L7kelcMFYJ5CjZS76RDUxD1jbWE73HcKGqQSTAU0UE5/BO/0ZzanJe6fFdp6fnk5fOhn6RB93qlOO2aEfw7T1/iITqRBtGudK6DRZeU8oItGmQb+YL6VW+icYDBcdursKRm+MA6nhf9dPq7npWhz8cYlbTul2ekWh84W9nEs6IHTLH74xRFzq46ZflH/4ninDvR1ev+5W52eN9NnWk7z1Hrt8h/iYJulTp5fcjw5XbrTn1/qnPhTohltp1VA4AdLztOd2NA56BpDu37sPG8uwU1/D31G5HnCQ0P8fuRi/MAOuzMYamWZ/pOoOgc79d5LFb56SB2hVwhTHfJ5ZG3OepbO9caIBzQRZ34T4GTIRglA4yhF3GY+eRHQpPBRJG+cazWBSWaigFvLsE6fFX1TOwHdOGL2QX/c78GKUxu+BJkjgNM5WOzBLKgW0eFW4Vo//2pA53D6ACLTL9BMkE5GDW8Ww5Qeb/90Fw2aNhOaoM+/oindowR6AzgHnU+LyMCLUKgXfzZOcN3Yn1EhKKAe+MHzBXOseFCIkvqwmHe0S8QZhiMAhL3CClfgvI58GJ35MP3hPsBw+yLvoa/wIfH7Io9Pt7/dj0NfNlaOe4U7xPKc+qdrWCJw2gyzM3dKpsY2c6kscfIBny4flj2HfhXuLGA6l4C9T7XQuaw59PfHp9/fPk2HvsIKKzwIxKycJYb9zO+hV/lQ1QorrHBXWMChf/rRzgorrLAYyMrISJk3jRk5S8p4bj7zU8Uy59CvA/daBt6nWuhkZAbMz6Gzf/E59BXOYwkZ+mpebIUVHhqYNvgwzwOcxaLvoV8LhoNvWz65pORTo2eF98ViDn3+idQzWCnWCiuscM176L8HD7vc5xz6QwB0Ppw59E8fqzn0JWFZw13vYPqECm+W+B21HR+G+WBtWDI+FTp+H3Hte+gLYNl68bFo3cfYPz7GNn8MWMyhXzqGt4oT7uwJ0xVWvPyIcdV76HwFbxEsWy/uovYPMYf+kPsHdF40h34376GvcB5L8LyryGuFFR4amB27dIZsiVj6e+gTmbDblk8u8fjU6FnhfbGABqyU56FildGu8FCALl7/Hvqni0/iPfRzeJ9qoXM1h/7hsPLKK6ywwtIQs3KWq/fQV1hhuVg59E8QqwdOVngoWL2HvnoP/aI5dPav5tDvHiuHvsIKKywNS38PfYUVVpjh03To7zt15B+ZWOFjxbI/mLK8h8k+/Xj6Zu+h3w8frpLrOz+Nek7Hwq9yXY9P4j10f4DwdoDOhzOH/un3t/uhcAEFeR+c6YPqgO92YDlyd+YcOF/OgzZfVC7GKvu4O1zFy2h431t6Oukio3xeRz7Mk+GX69HHjof+Hjo6QC3Ieb62GCQi/osCRnbFa+8bd8GHgA9Hzd21+Tb4dPvbp0vZPWNZT5j+PuJSXj4Ea7rClfgY3kO/LNtmN+H+IuN3q/fQV++hf0jcj0P/QEPcZ9Rcxn/ZQ7MrfPw4ryMfRmc+TH+4D6x+D/1jwu+LPD7d/vZpZui/5457ZSjvFstz6p+uYYlAF69/D/3T5cMn8R76uQTsfaqFzoczh/7p97fVkPsKK6ywNMSsnOXqPfQVVlguFnDon36087Hifh84WWGFU6zeQ1+9h87IDFi9h758LCFDXw33rrDCQwPTBh/meYCzWPp76AwHL1I+KXxq9KzwvljMoV/6Ts9KsVZYYYXV76F/Eu+hLwDofDhz6J8+VnPoS8Jq2PvusOLlx4uH/h76VfhYtO5j7B8fY5s/Bizm0C8dw1vFCXf2hOkKK15+xFj9HvrqPfSL5tBX76EvB0vwvKvIa4UVHhr8S2j3YPcf9O+hUz4pfGr0rPC+WEADVsrzULHKaFd4KEAXr38P/dPFJ/Ee+jm8T7XQuZpD/3BYeeUVVlhhaYhZOcvVe+grrLBcrBz6J4jVAycrPBSs3kNfvYd+0Rw6+1dz6HePlUNfYYUVloalv4e+wgorzPBpOvTVFPIKd4jlPUz26cfTD/n30D8EPon30Bd4eBA6H84c+qff3+6Hwg/0dOmZ+F9G+UM+5bvKPu4OH5KX53Xkw+jMp2toVu+hLx93x4cPR/GyZXc1Pt3+9umHLPeEZT1h+vuIFS8/XqzeQ1+9h756D/3D4X4c+gf6hvIZNVdAeOl3cFZYYYrzOvJhdObTfThs9XvoHxN+X+Tx6fa3TzND/z133CtDebdYnlP/9J/yRhevfw/90+XDJ/Ee+rkE7H2qhc6HM4f+6fe31ZD7CiussDTErJzl6j30FVZYLhZw6J9+tPOx4n4fOFlhhVOs3kNfvYfOyAxYvYe+fCwhQ18N966wwkMD0wYf5nmAs1j6e+jzv21+m/JJ4VOjZ4X3xWIO/dJ3elaKtcIKK6x+D/2TeA99AUDnw5lD//SxmkNfElbD3neHFS8/XqzeQ18+Psb+cWdtTsqFKUiKQcNEwYIiRmOQn6H93zcsRvGlY3irOOHOnjBdYcXLjxir99BX76FfNIe+eg99OViC5/34osUVVvjUwezYh/xSYsTq99A/JD41elZ4XyygASvleahYZbQrPBSgi9e/h/7p4pN4D/0c3qda6FzNoX84rLzyCiussDTErJzl6j30FVZYLlYO/RPEnT1wssIKC2L1HvrqPfSL5tDZv5pDv3usHPoKK6ywNCz9PfQVVlhhhuSYPqWStJGlJkNLJgbaDHMb40TSC0cTpmPaT4ndcJRIq6RsmEzbxBRtTR8ymT2AM3sKPsYNp/HDnUUSfo943+n9ZnM85+/CdlKHtZwwr8NStHl7E7da3ju8EZdlOlP6Zw//xCVwLkwR5MyeuNf1wQauE+EDHPBWcuawtrkt8XWU8L0A0l1+F5XAmiCnKLO5EmoQnKCw1HUBiTmOshYLCOtcsSjtiSmvvb2scH8ax+pc5bPVWfvm2nmuEVw3fy3HKXH/fAHpUcJS41Bf3HeGPv9Du1R0f2TO2XDh9PzLcd176GP983qmdWGQUvDDeaEd3FBllEQzx17YBZe4LtJ3mwJmuhI2hSjnAGhN+l8htkn6P9JFYp234yosew597PoS2iwWhebRTqB2urYm9df7cFhyDmdw6UgrlChL+gpHh+zXKueluBR6k/IL7Aibfr/rAJ3Lm0OXvVIbsV0j0RiaQ2PnEW1apDq0G81LTihxrwC/kkPVJx2T3UvpeLQEkT+ujpIhvBlqI+5/KEh24Gk+Z+VixqzXtMy4Z1k5726/Z4VyVQ0PwkhPRpYb9S077juxdKthImddK1p3lLeX+zVLpXOWUUmJwYNe3yyTdTbC6ZGUbKxeNJlG5ZOxHIXquRN+TJVwTjQOlK7ZnD54M5TAdV6z1bd8cc0SmYK1uwpOvENj8N9/mVS5DB8m+6CDqqO06tZuNgL1mWAsm81mGNLyNtKWWAKX3A5MEcxkRvLMSFSpsDXpqXQsnxhaNqXrkshb1+WLugDZtaxXe6urw3DaMnEVL5FBkMdlheMXFXiQtHZLdGbLKkXrDybWG4ie0dCNQ6Pd0l/W6NSxTAIn5/i3CBKyDLTD5ZSEzzIhsjLuMHQ/7tWXIUwrcO422jbs0b6E+mhWF0teonEsA/NOUTvny1D1nS+JsaTdmVg1VXDjms7L0dCmdFJ86AZ9Qof8XV8tZflTsheE73JpagY1X42r30MfS3tUj5ZBNVNqU0ZFS9GFvvVkfjoyTf1EX23saaNr2/mENSUbWRhdi8m9fSnnStaXDuRTGdUlZNM2GPbUh2TQtUmzkJF7PcQvrtCuvjhF8V33hrF1ZbMTGdlVbWXTGelJWkHRxPLZnNsASVpniXcqE6Q7VlI2mlh6IOpkjwcJHZGjDvogWrHRKm31+W5K56lebP9Qjm6QQlqBYp2uc9EL33xvXNWnbwrk1Zc8DvttkZKylpbNTlMmaWClNHqbkt/RedJdpIkP8gcFRU9Sfi45VvIqXqnDOF9EpQ2SfdWl/iY/lx0Obai+ly1krd1XcqNALK97ZtQfDjtH0snQhoeEZJ8WDUfWkUNIy5BUi3l3tkTUewdH3qETysDTajzHMxIEDjuRzKqPS4EyOVvbzNrjx4/dgbRqJ+oAYymXVKHfnxk+nIb6aDBcwCPFu+sOGAAH95vek/rXKnJAvpF0mqrVqkeKgMzB34lUJ0jr+PsuUxi6S7CsJ0zPQsZFgRd8r5Qr1nffKtmkwsNHQwUxiRTbCj7UZmidLynJEjpYN8lYEdl0PzTKqSM8Kb3TklcAJF1pdaTwmLmhAqOqjPMHIPMqXiKDII/LCscvLtDpOiB6mNtDN9AR/fG6K8XgfE4x1ddpc6Ju3xq6fqq1M1Ald2GJSqNhBMdjZTR5ySBdqorojALpvoKRrss+pc6ZPrdkf/KaJaWoOgcKEoYyaq1+N7RHhGVkDJudtmcis0bSXvXfxHTuO+R/V+Oq99D7BIYCYUFgpagldZ4ygH2cIQ30eyVkiOVtbdyf2PajXdvc3VHwcT2dly0pjBjksrJluq1CJEGpCs5A92qJfs/maAjtmtquEM5gzEO4dBW4R5wzj6MUcfsu5tDzWUU7st+0py0HPpJBPz6qidfh1cCk8yfQnFSgRnsyycyswD8COPantZ1VkJiSfiWw3xzjJpI34eVI0Rz3mdEMX64BdA6X+B46TSAI519ecqyoD6tjWxuf1mo7Lcn5oqAHfnDv0xL2UWT0tEyINwqaVYpFBfoyrAQ83W7f3DLw/YRM0hojBQ8PDMkcWqxoDmPekqM7lkPelyPPFQo+PELkflEZEtFo2Woc2+GbI2vXT7A8ytAT7kSzIhiH/o7FmgJB3EAfFkBQuqGCC18rSGjJsXR0rGY2JewTRbA1G8lhDW5ZhqL/vpHOFS2Tr3hH67mVmVi7IyefznpnnclM7R1JEc9usy5zqXK6HYu68FAGWAa51ZbhkdGn/+UKRUtm8lZvdZQtKuK/RL4fCsjgItncpEBzSzrQbh3bQNF9WhlJCgsuwyvSVYIhCm51WmLg+IHQH/StXC6L5zLcojXsVKCstmCwB+pzBHW3KT1lMh3Jvi06c5WSZQoK5lX9SAYYI1eWrK9CcG9X473fQz/H3h5Z0gR6ZWCl01YqWlsdui8j/u333y1EP9eOZfx747Ed12um/F82jLxftMnpXDYkThPny33B741xkxNel4PMpnNymkXxuOBJmHyanN0oFG3g+LpaxsL+sYzGWH2b5UhZ6FAlLocKDlzGEhP3QlquHyzZcRMFWCK4/Vi6u1YoKRhTACKf5A1UAIxbC/1D9kF0Q39f+t5XMNVT8XXf1n7nkRy2EqD+YDxdDwWeDbS/VOTtjGLgeX9s1XTZKqmr+8d9INlmjI25DXUUohGYsLUZMlf9V4SVtkxWUZ0MSiYTl2Edp/1kd82K6bGVMxMr5ZKK8KRho66iaDkBGUiYTiEWSyQU8alTn5bFI7R3cKaHTRQRtlzO1uvqf8sd+dZ6yUqFpAxWoCEnGm9TsuLB/SLpCttVZ6y3lMFhKxWBAqJiZBhkJRl6QX6KPuN6VkZS9Ge1Ly/nn9MSmk6Pp3zk5dlnz3WrtNsOJUfq0IqucyUFE2Sw99urae9FsrlZSUrn08pSM7ZZLUo3lDV2pbcDZaYKaN7NoKI2L59m1JjMkOAqZjI+sjR1OJKqtaXTWWUllExO+viey4yWI2V4Y5U2Wbe2GbsaaV3m3brTe7nxjoUFWbqvXc8HnPZl76F3lUFdh7wcVTKRVN/tyACrPWoMw8DVrQ0rVtecluvovGyZUTaztq0sX/KfqN84l7Wv3qx7W6f56TuAas69Se9HfvRBsvK7n0NPWu24Tmd3fe3JCRPMVze3LZktWH8kXsm5pxREsUzKIaVyeS3zSnByvsxm81ZI59UXQmH7tIQxi/MYya6iE/jOS1g0A3Qu9T102b9iUvLUar/TtRHJx5ipAkbduq7j0JyWXBOilwLdocghK4hlGtG3dV7gT+AZJaEgKZHJ4sM9SXKLME7I8feNCYhryP/gSEqXHelkygZi+EidpljM2+H+G2XfJ8rCZNxikZMmkxn6sqN9LevXDy0/6VoxM7JObd/qh69t0GrIoYuZ8jDe5adUY6CCIizRKHIDGYCISlmZBz1PQUZOgUe/U7NUoidjcqRtmS3RBU23KfAhaPX9IaHoPJPLqNNkpmxOTTvN0BonIfMMsmM4ruVlqPUgPwrHtV9lrIDH1zlXx4ZyGHvKrtyxKSqCVHLWWrvrzyFMEnTUJcnxRpiIlu4ZmbxvKSSlE8rQUylF4t26shz1XPWBXDphFUXlQXmn+opuxSXM+ACyx/iDoQwg/UlWVk1gMmlitUbdeiO1eyQDeYvSVXbTVV1t9Y99hsBVJyY2k6HfpiyloGdGIqQHBZvh3OaFiFk5y2vfQ4/3iKyeQtqtoEtZmBwPz8JgVPePT6yDk7yArpsWrv367Ws7UrAwUtDU8LuFILkghxg0/l3EZk6ben9Q87a2ttXlMwrCJlrkrNHvOy1HzZb1ZNMZzeiMk9YeJa0r4XZ0XpvpFV3b0ZJRPeeH+Mp6j8DAi/qFyjygN3KEqZh5Gd0HuH2eQEyNGiuoycvxpuSMpWxqp/qHdBo6QlEASZAukuBJKNIleOH8EF9UTzzGeZSeks6B+HnAp4p1Pw9N5PRzCiIUJrH1oJAkIZE3t9GgIyMm4XaaNpZR14o93dmwgriVV8nK+WVTY62P3BHmfV1Cb8oxJgYiTuagX7dHGxX77PGWTYYytM2aKzz+VHbDO/X5f3eFy5Sr3Wra3sG+1tRJReDGmiKysaL9zpGleehL9Ny2KIEVUVHF7wcnitAZJW42O1bHIrXlrOWYd9YrtlbMzrUVOYb1nEpBDiyvUvB1ijJ85Oqy1blpjk/s6aMN66lOdRnvzPJzCiByvn5UU3Zwz5in6zZFuZ904cRSo56tVwtK0CRUGYe3e3vWdrojULBznmYJmN5lBvoMzo+showBNOo1K1er9vyLz22YFAWp25a0NeTUU+tVy6g0RzwfYdZSMLd3tOf3BU7yO2TfzJWRlRGUMFp02Xvo5PvhHto+d59aI9iQtOdcgjIjRpQOpHul7S3r8QDfhbTdrOQ3N2z3xQvLVMtTZyV9UsABxoM45SKEiXQOqxDu3IwDjK7EOfNlzKGPFXx0jmvWVdtShZKVNreso4SmLieVKJVEY8r6cuwsvSTT1lVg1dV6R8uBDHNf+8Jx6dqULwOKjnkO7QmSioQUVCEI6SZdATqH6k9gGe+hozvdVkv+Rn1Z2TR9tyVDWK6u29MvvhAd4veUJtcVGTBo7Wq9m1bAAy9mOsT+yCt4krGWaMyorszamrUIerhpu2cHbw8UBPHm18NCctBu2eOnu3bw+jsrKfiv5hKWVBZXlGFPDJqWHDYtda6wLzEK64/W81bJ8lR0x0rKbip5MYr56dqhPXn22Ak+lXvowAFTJVkyyqWiPd7etuc/+sKO9l/bsNuUgzq2zUrOxgpAkqP6O/TdtCSHMlCzedb7wfb2uvP30VZBNJltPNu1ozff20jZZj7RC+0UjemhaJ22O00ZtLTe0lLHJOezRTwZtP38nDLY77/6leW21qyr0HXQnyj+CxKNQ2n3BvEeGczL5H3LpF+z9UpWtB1LN1p2fPDGPv+DH9mjnV0rF8vTG0GvdJVFLB8QGD4MIOgrQCUD4aHrn//6VzaUkewrK7lN6RaU0ck5NtQvB/m07ddq9vSzx5bPFWxrc9tKWtJj/XkwLTHgsYSee33/ve499KtqgM2VUlnnJKwt2TSaDev2h7Yh2bw8OlJmJfutui6i7WYlZ2/lDN4o+/rl735nVR7yVJt8ekC6Fef43XFRpmA1Piw3t/vDQzfn2Yq8ePT0yQv7XolLfTKyPbK0asUIt/voRyHveuK6IplDd0/7elrvTpe9gvpAMa+S9fV+Xll/jvedQJBSZANblHvOZQIYmVD/SPFwoBrX6rS8b/TloP/hb37tNAx4eyMvWrQOPwZO35R2pzfwYwCPlH1Tgn7kraW6T0ToSOe8USD92dMvzIol29zZVmI7Hd5+QEgMR5MJ8yuWYL5EBtrnRRU5ZRWlijnimApijdIT13yoNRpz9SoyehFuvO/IhPWga1s7m3a491b8ZpJ+ep5wqgOnSrIIFIg6Qj28hqb7zGnaUJkNrxysVdYtWd20sTJZHgJMbOzYhCduoYXTKVTyPkteA5EDHIp+lGp+vhNjgMFaKmiDypuXb2336SMbiPR8bk1/MExqB68w4AhiM8iAPCti6QRoeUkbIw8H4pc6ArxtNhjVkOTpML227pVX1UGOy8Q8LyOPWfocfkZONyEaaW6Uy/ssFdlnHz+2/uuX0gvRgqXu1G3v5NDWikWn1V9w4glnf8pZF3FtxIJJxmSkuqOesNT/MBYiWkU3T+N7M6XDvJXgYlH2kFem8ai6ZiMZmUXCKnL+ExWqHSmYP+5NrDNhJj1n9U7D1goVl7C/ixzphhVqyE3G2HiKPL6qBuK2v4euTI15SChOqVJocz6rVn/YXaWtjJyh1IH0sIQuy6E/qVQUcA79/KlEbgXIIePKyvgPlZkd9QbWHHbUdbK2r4Bhm7lo2iTa/fUm+g3ypm1q91h9hyfDr8K8vgKyU+Qds/RFwdx5t9Gy7Y2KbaWlr8OBWjawR+U1e9WseXNpOXdnCa/gGVrFG9qI1eWrAjjOuVh8nqDoaEdNvB+LhsF4aJmkbCfnwRN4I95dhXk6Ga0hwEP2lDtJCNQGfjJ1MOp7fYN+VwFj3gqSy64c71AJK3eJ9EFv0LgAaJlKdobAn1Dy+ivqp8czphTATvp9GyoQbksXK9npyNEDgfzfALHYkLkC7UCQQfUCoXR46YiNZfiKhZTlK1v23au3CgDDQ1KIqlETYVVeEZIApQWi0UYSZFcBAU+5nmVXQPyAyaLMuM6h89479xqo8AhDVNZ4BoNrjCwS4KGbb/ca9sWLF1K+Y+uKbp4xIAYoK+bhyWdobMnelYh3OiMZvMsenfkAgAgMBUYwqVboP5z212YpfpLJOfVltNLKRJPKcLhkZFW1u5BShDoKr/DF0cVebySDm1KkO5a8gzMBdAgMAHcIDo517hmO3AdoQU0yyIuWjshQkO36ACt4NqZInKpziGuq+ap1BnXfRp5MR7sezDWdVajhHD4egS7x+grbZ04E3BwsSnqsJ0I3m9/l9wbzO+M6uj6k8LDYxCbqcwxpFre3rSuHlN/awoNaeWPdmgoI/K0TwBCoghV10FNLh2LLaGO4Qz9h/jx8lSBKeNYWITZhft9liAFLzHiBr2s/ppK9ke+RoexDl0/vg9PXHgTM3C6dEcguucChiSmJSCPPGqj+sgQN7cOanJtoS5TLNjg58WHgAvPPJCDc2IUvDdeSO2Ez4m6cV2gIKyq6H5uBrtDey7BMhx55Azzg4B7eRJZaoXlDGTc6QrsrhzyyjIKpspI114ee5F+QE2zVtb8qg6ZOpOBJnZ+Hj2zc61tShg4bOn3ePfBDtwqBFxu6Cfe5BJc5dOQfk59FQD3kJFGPgkTCB2NcV+j87sC0rn7CQ6/Z3R3rnhxYXgEbevRU/eTV/h7CCXwTD7p7+5bf3tE2NUKjjlHU5LHkzzvoAMoWp+LuINoxBor+FX1loUV048Qpea1PJNRKZmzrhYTlJLycYtrnW2Un5Hi/ZgqMbGstbVkROOiObCQF4kMY+VzmUme+HCDBKdOR8LTEfzA9FtpO1MaSUhWx0N6q1e2f/eO/LkIallfWN2jV/PWH2v53xrNSeVXZPmnamhxHSnpyr87cAW8pMma8o6sOi9OFNgpt50Mkz9aztiNnPuF9Y0XtWzhzKSVPeCNTzuucHFlJF23ImTePta6UDB3gUzNZ1Z2WjiQZ4ta6vw/smT48vz/Ae2TAhzTWJRPkJzX1h2Tqey9dtv6KSUb0SkELyZTTui77VqTvyshBY+QV52v3tMjgiDeXypcDSxL+tdXGe2OAFD23tDEplCwhx1188sRGZPCPHtlxs2WVZ59ZL521ZDZnE5y4Si8vBiibqRPF6VzeN8aZ8yEO8jZ6i1fvWwG3lfZNfg+de8X6Y2EbzEhV4SM6voYTwYmnEvZKusqrbAOeWJbz7stZTXS/USpjCdGZrqxbQrSnZbQPeThKAVBmZ9sKjx/7q7fU4XVR3HYk/V7amsFvKy/mbZs/cAPgtKJTW8YcuijwMqH9GWSpJfJknVeHyyX75S9+IR4V/DmJpPhT3N60NBmMshR05Zv6iXVF3UTBzmGrYba5poRAIU25KHpD8AJPnC/aeB8WQOeQYEuYn0Mnm74Th67GRN1hyZ1I3vj4zwTZMtyOnIng5Y+yj5+IkKTld3btpEkgU7I3ytDKCoIZieyJ3hHfYdnekklVbcrEfZjOi+4hPvu3GR4oEpNBLYgowccVFJkmlHlPG4xRY1DseP+1bezsiLai5cje2iNFNAe2RSfREsddUwS8q236WteFRsCMubwOqMntEYcnY1JOJO+YbntHFaAkCpxDFO6Ms0ro4k6j7V8EKuZkHOQgykr36opc+VBDiqcFFclNCPukG7zDnM1O078F278QcKooHcRMZTajF+MkkE9jSMkQ+JrcxsaG700rYClI2YmW3+698YdIRoOeHewf2qNnUnr1lJfffWPPPvvM6wkOfAofumdF90jiCu+RBy7VsQ27A0vImKXQX/KJJK8GdRWAJCXXgvp1xtZkqP7sP/8zS0ue5ULZndxQCksN8xScagz7I2OncLrncO7wB0Fsg+7dkn6msynbPzj2D2NsymgPRiG/xNhVyLi0LK6t297BnmQ88gf/avWWbVZLHsj7uBUdVzpD1XwECsrpW+fpj3w6u/dqMMyOEWdumq+X8V49wLGlJZc5zboQM9lIj72fe/A6kZ1SG0Xz2+OaVcsV4xXMdqevhDTr7xNX5ehzxZL1pPc9ZWdcCt2lSsn9HvWmpP98ApR+EySu6mHFHIW4cu7rowpCHHGIy+sAndhCeIBzm3fo8bmC24DW4Mwj/2g9LQoumPaOvH+n5bR5/gC7vrmx7e1gf7vfsfZYQW0yr3qC06WfMxpbyOQV1jFSwdTKtG5V6xRTPcVvJqfsOy8HNMfh9UgzvKMdceTitvCpDy2pJTYL0CTChVG3p0Aia4dv3ip2TfvrjrwZwvcHaMN6Rf2lowxe8q/VjhX3KPhU4tLrDWQfC6qPGoNeuC315Sn5WL9ryP+gUA9W01xRaaaKpAYjKAxSDzpyAjubyk6LtrMlA8gQhvDTn/zAfve7L+2xot28osGKIsDhSIyhs6meqPz3DoaGVGA6YkGtKGRjLPkqXu3gwAqKRp8rah/LUEA77zA+3d3145N+36cPRr2enIZqIeLU/lGP4erYne4BEOWGOGyGpfguGWKkKSk5X556551rH+Ds9xSYZaykzK4rJzhR9Lq+viO5di2lfY+e7MAUZbtH4f1zjN28Mwc+3KYyDRruD+rOyEBGYSzdI+KHjn67bRMFJwntf/rkkQ+/ZSS3/TcH9oMvXvi3FtDThAKzqA/zJeh/GNl5kHC5iwQtmrx6qOX29kZw5hJVRsaK5KfCsHNK2ZAcaJsn4+XceXcd080DYK8Pj2ykrHyiEp6LQUdOh9jvYnYQO3DZe+jxqfertIhjU3JncEcuAkdk6AeHclJrcpBy5v2hJWWLjhstOfjwgBvOnKH4XDrrHw4ZSpdJ3Foy2Gg1GRd1RWcOQtCAKT+1YbNpLBUcPuUmwGHhvHHiy/iW+zzQA76qJyscivjU6vWtLieaSGVse+eRFcWX0UBBz1pFTjujbDTpT8g3xY+eGJKQnWfSgl/0aA3DdByYOfMINmK5Ah60TZ35Mt5Dp11ILkrPZaqC5Kidrx8qvrWtx89sffuRv5ufShelAwUrZQqyjbIbBRLPia2V1/06ktrD2olfS7Yf+MmvmYS6AWRfpbf3BfVgNcs7tJZk6GpqbDTITJUOQgcSgPqMPy83klA+U/bWkbOoMVzrE5gjf0Usr2ty+bz1mFB/B5Hl83dZBPP1qUwd+EzMNBxoiRCCsT4tfNwmw5fydO7+Yc39Y1YZzMYGGc2JpfNF50m+XFU2kbWTw2PLKuofiBEpGOH3uidwb5efGk2h8U4lRYd9MbGcKyyjrUVlccpO1akZjSlKRl3Js1hW9pDOKGjpKSib+CcTswzLuk6cK/B0th7uc28Q/chg0B9IJmXJ5sg/RZxXtoaBTouGw+O6Ozc+uJHPZ6ytDjyUkUvxIKjOQdsZop/n3Hw5xVS/whNSp+UDww3OtHD3jUrZ29lWJsJXrXiuryH5tZgP5Sw5sBFziNKPx58rmFF22tWxZrtju1ubqoOwL4zFzcOtgIKe+b3xnpTYhutAFhSHmjHsZ95DJ7CaQ6wz1jvTMHYo0MZ4+29BSPd4XW+k5c72pp8H/WkFL3kFbnx7gpGrhJx7ivljVZBWtp7VMd56oU6mBMO9oJTMi70K4bRzvoAZvTqFwjaYHr430GKSrvh0EF/GJwhhZIVC+3hTgySMr/7xIzytk5r3bZ9UUeZelXPLaP9mTnJJ5uykfqzAryKHqyxdxwjwwiSEytTWzfhAA+4ZNMFlNV2ftXVa1qu8TcEnfjvyVX0F9hmrt5rW7BJMQpPsPdNO8v6bO1tOb61WtyePnlma6RvtCeUU1MzUdFrB2QNgwRmIfuWqKkQl/HIaDadEJW7JOKSTFauuK/KtSWFEgZI80T+xdRkEhiWGo753UL4stM1chDBi3uJaxK5xW3B9LOcQtS4SE4u2EYJ3VpWBlD1frKqjV6xYKltBy472HRyfuKOvVtas01Mgw2dOU3IW/iqTFCCZtjYPj9ynRP3eqJfaI+PGMHsoIlWGD3UjCEOh+a47H4+oVDas3mwrUxvYQB20LAM7ES0pvhRVKHvQklNGlSKb8y95ObdOi+oiFGIcIzgByj1BzXEZTIf9kSMf2ehLXh3RVxWt0JPOFv0ZqmQ6b+sbm5YVnU1lcd5+9ADFmOrDmXIhoiKh33H9w+CiJjHPN+y0ZYxlvOXABt2Obcpp7Spbz8ppKR2z7P+/vfsAt+wq6wZ+EkJI75mUCSQE6TYsCEpHumABBEUUFES6KIKiflhRUJEiImBFsaCIVBUVKQKiUgQFiRgwjfRMeoXzvb/3zv+wcp3cc8PcO3PvPOc/z56999prrbeud5W99rl4vPbqydmnfXZy4L43nRxWg+9LLzivVzWWgv/S66i2JSLVedpsZ6MVq7PwDapjDlb8Dr0mBcsRjYZer/Q5tsOVWfKsZMl/3tmfmxy6Xw0aSsaLL7xgcnDJfcCB+0+mV1852ecLNWK98vLJdZdfOjnykIMnN7GSU7X0nKyu1dc0CdrYfmGGvp3uLM/2I/erwXq/Q2cje0hwFRGW7pYk0Tn5mwQHVty61u7fenBN0b2kBr/7Vjw76qDDK8gb5F5XOtlrcvB+B/VEx2/5s9HeFUzGwU3XXRV7Rx1drARyXreDd+jSd/odejOzxJtBeU/Q6uCvzo7Pl26uvnJpB/z+3pFfee3ksIrzRx9WnbcfiCnd+KnjA2sSeuE5F0z2KfscccihXfZzZ55Z/19fRnV35NOZb6e/kVAdunds1eQrUDOQMOVggs8X6wceeEgFyr1q1H/d5NDD963Z996Tm9WM7poK9tdWMD3vogsmRx15VH82cN0Xrq2JwN6T8y84v6vetzoJQXMp8C/DGiuCk30Rw00ESmvMsR37amT72NV9Tcl4VQV+/O5TndvBfS1t6ffSb9bXl9cM77wLauZezrG/mcBuho77upp9+UrBgMysxc8dLI3bK1DX/QXbLq3BeHXU1Vgvu+LqyYHViG9604Mqbpd8l13Zy20GBJdfc93k8mrY2y69sjtAg5te3uzD3grvp/lJaO1kg1wDsAFbsAnbsBFbsZnrq6/9Qtt2/wMPrYHMlTV48ct6B9YYdr8am+jAStB+J1uHc987qvLBT66PPHReY6hyPLZjpPRFF/YHdCaTqy+7eHLAvt54en10Tp+n19SArWbhB+6/7+Sgm+1Ts9MKzNd9fnLUoeUD286f3PLmx09uRv6uZcDSaLCOomg3+UD4S5FYEF/pO/TrNdtGpFs60pEsNfCl3CMf+1WncNxRh/cvHB60300nW46oWf+1102uvOTSlnfvikt+UOqQA242uerSyyYH1nVNXVoH+wwDihkfKt7eu6Nt97T/vzjvXaK/IVDM+KNUSxHL4TqHVyc18z60BrllR58daq1HHXb45Nijj6mOq9pxzVivrdnqIXvvNzmoOryrt105ufaSKybbqi0dWLNWn232Z3tDcHWZkOrY7VgyT9sqnfpSh76kBx30FdXub1YDCPq68PwLK7VwbU1JKy5cffnlk2sqJtKdn7/2BYC6zjv73Mkttt688y4dS1OY7sy306wRaf23sVCyc4frI/dGqP5Iy+V+E69yXnhRKeCqL0wuu7hG2jaFFW510i0nF227qBrrgT0LBCPvm9QI75JLd/RLYktBZGnJdvv1mmFpdtrYfm5ZkgZfFK6vdXCH2ChitFgBrmcNlf+8886r4F8OUY5wwMEHTS4pR9dRHHHEIZMjjjqsAtQ1k2v8wO9uBFGWL3stiRfd7j3ZpwZsh1cjPuf8CyY3rU794Bp9ehVyVc1mrvYHKmoQZk/AEUcfOzm4bO1nP/0kp1n8FzdH1bkUa2kSRppR5+4CG1xWDdMP7BxWttFZbLv0iqU/aGInb+HQI4+omXzN0qbXTi684IIqc3Vv6PTXkxqWEpfpcT7oZvcCBxddeH7JfvTkiurAPnf6GZOtW0/oPRKeHVgdnNcL2y68pNrsJZMTTziuAtq2yXFbjmnDXVc+oPUTvd8YzwYzrFr3g05cqvPGqsmGOJtmMzt1b2amnblfDjTm0cnzHDepzufq/Ia3/SEltw3eNr5dc9V1S8eVV00OO/iAfn7ReedPDj30sJp8CPorI89HevPKjFj3d+h0WIcvEyyj5zuFpR0RSytYxxxzzGyWjIfzzvVnj8vCNYjdb5/9JodWfLty2+X9l9uOPvLQyTFHHDa56opra+a64/gWPawG5FzPd+gj8KRDz+H+ogsvmhxZseHKy66afO6MsycnnGAwo3MvO9REgI68Lr7mmhrc1ACwf+e//PPYLVv6Wepy3XLPAt7G68xh74suuqgZvcb7hTpT/dXeoXbaVXV8frJ/dWTnn1+zgBKcs1xVjec6S/HlmJddUiPjmsXbXezbxIu3XTLZctQxXaedp62EOpZUsqNjZ5Bx6NLRI34OPlTPdi2U43rWWcp3s333qaB31dLy43VXF69lqOkXSqabTc4568wOejaS9Z+UrQhxQY3wtl1YI9gDSkO9AXD3gV4jUg4jzfG46MILWtyDDthvcsghB/VfFzv/vLNLfDtP95p8vmbldrVeeM7ZdV+B9jp/YXgyObIGAf4gBnt3kChirbrt5xx42K0oGxxUs9CLyiZG334W1DJs7LZt24X9LbkGSK4vGMCUfffpjWOVbpWh95DkqDT5ZXbMkAQHyXNcL9POA6vjsR1jUrgQuo88akvJWG2zBmGHHH5EBaZre3OjcHNpdWIHVcfl+qb7HzD5n8/+b19743pFtWEraLp+bZ2Nl9pO1Vx+4FvcvWoAiGBoRtol2kvHPNgQN2uX2+8h9zDWn9bsX3e3bQvHUiaXmrJmje+eRNTkYN+Sz19gI9/exfvBNYiwyuTeHhJfrhjouT/c98VVxn4RNNXVMo2MlB76Tw9Xwj6VsG8dfrvbr9xrV62vyrZbgYGSw2tRjHsteNUVl0/2Kv8nglnlgQfu3+/Fr/58xbDKf2V16HRw9DFb6lyD4euumFy3z3Sy/xEHTq70tykqz8U1OPQneO2Sb31EOaV81vGPPhxfqg5G+3/JUEVPxOrY3n4Tr8jvEPN01PsfvN/k2K3H9sLT/vYUVQy49qrqw8rHvYq8qnznwOqvLrrsktLTXpPrKt6rflvFT/526bZt3R/i2yeXaPrhpy9ZAeuFGi1NL7744umVV145rRHT9Mwzz6xB5HR6xhln9DAdalTXZ/c10p7W6GpaI75pjbhm6SNqkNDnPN/IqAAzPeecc/qanGSpUdr03HPP7TQgr/Tkg80gW8AeRxxxRF/HvuSJ3T73uc/1mS8kjcybBaMt2IgMI//u99tvv06LL19wwQXTmsX39WaGduiIb5Lp/PPP7+uadcxkX+6vFZi2X60v+N7BBx/cfPCv8LZt27Y187HEG3TIipajZoOze/5fM+O+PvTQQ1tfu6oNswN93+QmN5ndwxVXXNHnnQF/FrfJctlll3UafVx66aV9TV60b3GLW0wPOeSQvhfznOnmgAMO6GsHpBxbOdYCo50jM3p77713X68n9GuQPi6yOo477rg+H3nkkdN99tmn9eTI88QKvprryy+/fFZndLWRsHc1sBrFHNIjD0sgxx9/fL/v2rp1Kwv3EpllCOcsFVlCUc4ymqUKz0AaSAd5NzrKKL3z9sILa3bnM58CmY4++uhJder9nLx0Q0dQjaf/xvNmQDXK3oTCNn7Ug32zMaUadOexJCrNyJPs4J5ONgPYgk0gfsxmbEfmLVu29HMHG1fA6yV5zzc72LeCTctILjJ5neBaewVnbTLt0zPX2vd6g2/dqL+HfiPxmc98pmkA2b2bB/XzZ36MDrsnHolX9BVeNjN8168tk4XfA9n5N9n97gT5TzvttNaHfOSXxm+0Cf7iNYh75fymiHoT7zYzxDj+Ry7XZIofSie3GME36MSRzXpjf5DXRI7ETV8NbTT0MB2TDKhjBwYljPcuFMHo3n0IDNIIDdIJJ00ApRR1URbnSX0bGYwVw+Gdc/t1K87N8GQio0ag49cwarTb+SP/RoZGzXb4z3In23ivhn/PyUBmgSCNWGee4LiRMdogthHYyeoZn9Xw4rfxVWDjPSGoJ5A7C+7ki1+zPT2QPQPv+MGukB/d+BTd87cMMPghn1sLJEijRy6DlqUfUVrykZqRT0488cTORz94GTfqrRfYRGcQG7FP4koGXDsLMpOF/OpGj7y3u93tul2Pg9fRHonz2kd49DwY836pGOVMW03HmHa4nuBj6bv0R6Me8JZB4FlnndXxPYe2ooyBr/uA37Bh2lo6/40Cb0ea+XS+gmICwXKFE8bMlRKMajQcAjtrqOrhVJxLfZS50UFWxsQrI5Mj6QzK2TUORuUAOgzGFDA2emcO7EMmQZzN8M5GDs5IBvY0yzHb0RGQk/3ZcaMD/2xBLrbBO1uxGduxoYAWyCfIGZ3TwWaHwJi2yGfd04G2CmRn589+9rPtAwbu6djlW2/oENLRiCdsw2b4XYvOnO9+4hOfmNme3aXpzNF00Mnsc9qyP914LiBvdrCnuMW2ZGVr8huw83MQA3xpIB+9gzzsoJ1LpyPtJW1evvjQZoZ+SAwgD5nTWYv50nXmdGjFxjPXJjN0KRZKU9ZqbaAeZeXZcCjhyp7Tfv9Sgb+vy5D9jqmcf3ZfQvR7hXKcTnMP5Qh9rtFXn9XhuoJs3290RGYgUzl5v3sjcwX97U+WQKYydl9HN5sF5cCzd3floG3L6gBazhrEXc9e3jeBMpsBsQXbLPc7e0GqI2lZYXwe399TUIPS6emnn779bul9JTs7cg+Rm+3XG9qXmFGd54yucw1C1qwNbd26tX07tnWtLaNZQbfTgF9H5ur8Z3pZb+AHH9XZzu4h9lgLpK2Smx/UAKbvq1PvszZPPzWIut6eCvY5++yz2xb4ik48H2PjzoCug8iMDvusN+iD3SMXPQCe+AK7jH5AFxCe2Sy6+vCHPzyznbLp+zYS9qJgozQo4XtZxKgms5cyao9k3WfJosr16M1IxqjOLMDIxkjwpJNO6nKew65YVtlZGIGRsYw1mzWQ2ygMTj311JZLnhFmBMmzUTEuObFbRpXsUo240wKjULM8do4+3G9k7MgGZhtmpCeffHLfey5N3vL39mXymc1sdmiPZhFg1eG4445ru5GPjW9729u2/5qRWF3j19KX+8N6wkyRD/Il9Pgd3a8FfXVnZmmVSfwy8wzYnS6kkxk9OuPju0J24HfxOXExPssWib1fKrRZctNtZBWL0ZFOL2jF3yMz3Vtypyu8WeXxutHnusBXauA1ez2zM8BL+oHIjA888YVdAbKyOZnoifzkxouYz49Gu/AXsJKjf5CfrvDrns9txNeSPXxldAwTJgF8DOZxFEbgFByGMuIcOg3KAs8oRpDZDJ05XslHHjpIsDM4If/YUBiaQ3D8XRUM1gKxJafVyN2TF8jkmXMabxpyAu9mANsJSvjWSGOzyOrg5+zm8Bzk2RMQmwnIgjHQCfkEHwGNb9OBe3rxbL3b6PJOIfexz1pg9FdypZNEg63TgY+DH0GZ7Ovt32lD6bjIjKd0HmuBdJg6IXa23A5p92ijhw80x3Rp4aVmp5Nj++9ZfGFyyimn9Dv4ncUoZwZb6nest+9BBnLkHP2EzhIDtRM2oReHvHxIurz4lC5GZsK3ETtz6A59+/UOkccJhCBtTN8TEMcbZYzDb3YkeI6Ni5xk49h7OmLTBPick74nQzDix2mv8YH4xK5A9BwewPVa6V/nHHuS1zmBGPg4X0fTtbMjAX09kRjiDOvRoc9DaJGZ3SE8rXd8G+UcO3S8rDft1YIe2IRtwiPsShutFfaM6ckCCyywIWFVKLNiQdwqCljVW4vBpFm3jlmnLvhmeVRnkZUZ19LGPNKVXW+gnY4BzbEzN+Nbb6CBFppo4yH3u6JDRSt21lHiR8dpsLUROnQ84AVPeEtnjme8bzYsOvQFFlhg3eAVj3f7ed2hQwFLlzrZncXyoCsgC8aWSL02c7iWlmAdbMaAvcACK2HRoS+wwALrBp2295beSepU3VvWdNbJ7ywy6xtnggYOlnVt1nXkFQtk5jXOxtYTlnPRMyPO6kHu865/PYFGVgTQxkPu8xpgPYFWXn2wO37YQ/quoD8PeMALnvCGR8Cz9M2GRYe+wAILrBsyK3cWJC2/60h1LNlgtDMQdAXiLJ0KyK7RQNPhWppn8rhOR7fAAnsSFh36AgsssG7QiZoNekeZGbmzw6xoZ6HuvBtXn846yAw98Eyescx6A00DB7QW79DX+O+hrwHwgJfFO/QFFlhggTkQIFf6e+hrAZ/KQjpKwdiRd+i590weSJkFFtiTsOjQF1hggXWDb39tjMvs1H1mymvRoZtV+V0IM240vCe2Cc7SunuHa2meuZdXmV0xQ168Q1+8Q9+VWHToCyywwLrBhjgddzpv97BWs3NBWCelvgTg/HhI6LoOXXmkKbMrOtQFdoy1sv9aYCPxsrNYdOgLLLDAumHxHfriHXrsPL5Dz+bE3Q084GXxDn2BBRZYYA4W36EvsMCuw6JDX2CBBdYNOu3Fd+iLd+iweIe+/lh06AsssMC6IbNyZ0Fy8R36AgusHxYd+gILLLBu0ImaDS6+Q1+8Q89qyuI79PXDokNfYIEF1g0C5OI79AUW2DVYdOgLLLDAumHxHfriHTr9w+Id+vpjboeu0RnlLoe0tRph707EaDvaoLMRHG4twFkTQDXoYE+RbzU45JBD+mymptHSxY5svqdheRvNzHRXzVDzHTr980E+h7YlzgsvvLDz3JAf6oBgpeeCMDvqqOXzOdz4rXvkl9cndHiQ96KLLtolHWro87vwk049SPsM1vo+nXno4wXC23qCnQ3iwGpNbJlOHubxv9734QVvWXLHM943G+ZyLPgdffTR/0ch0jKa2czg3OTZd999Z50dQyZts4ONyEImjjs2pD1BvnmI3wr0Giz5BXQ44IAD+rwnI0HJDBUysHFO2npCZ0vPvvn2DTq6ZuiuLbubJbtnG7Zyz2d1+jqhec8hbdd9Ntp9+tOfnmzdunWyZcuW/mzOu/TDDz+8ZVY+ZdcbJj54t0qBF3zqSKXhwZmNHK7X+j400EQbD3iRtqOJ2lqD7Qyw8IGes0mUwVRWCVbif73v8YAXPI084hnvmw17FfNzPVsWDdMyFWiMGumuGOHtChita+xAJgHCCI2cxxxzTKfvKeC4nJicHDaj9T0VfJdtNd6LL764712Tm53HAc6eiMinIxPEMrChE7pY7zasAxYw0eRvZ5999uTYY4/tzoUNpJkVsY1OF4940v4EVZ3vSs+l68T5NVqZYan33HPPbRo3v/nNewCAD3QzkEvduwLRM51n8DHOBiErC2t9T070DWRHPnYF0BFfDd7iA+zEBnyT3dZa3htzLxbyEf3b6KdWj7SR6GuzYFUduiBgZJ0ZneCQtM2OyMGoHO/444/vazOKcYfsZocgIhgyNztyVEdmsHsydnUQ20gQNAUp/ixgCVbA7jpX/r7e0JmOvxanfQmmeBBLnHVu+OSnzngFz1Z6rj4d1nHHHddL6u7RM2hQxozLc4Gb7OgljqlXm1hP6BjIjn5+NU+HIuaME4n1QmiIc3TOD8zQdaSudbTrDTY46qijWvdA5/wyg73difDAJ/kD8I/wvNkw15s5YTpuTuAAaZ5tdpCDswv6XiNkRqMzP+uss/p6M0ODZjOjc0FFY8rS53oHs42AdAYJXIJ9Akt8eU8GG7N7Bqc6N50e2XdFZ07/aOtwQeDUKbOJ67WAOGSGlbZr9qfT5OfnnHNO2zwDGbqQV2e2K/yf3+GDHk466aTmMfHUM3wZoDhcr/V9/B5NtPGAFzztis4cH1kRwQ/fS78hfR7/630f3vCEN2kgXZ7NhlXN0BnfKC8BUKPQUWQJfjODc1u2I58gYARNJQ4BJ0Fis0MQy9IbWT/5yU9Obn/7229/umcjM/TzzjuvR91G5cC2fHlPBtktSXuPPM6GzBx3RUDXjvidQ5DM6lA6c2ed+5e65O45SMvMysB8OcSucUa6q2aHmeklXpJFWzSozF6OhGAywFrfG0DRDf3TV+L5rpqFirFkxheZ8cL/vM5k/52Vb2fuxQCDPn7BJnQlna4244RnboeeTi0jGsj1ntDh5R2cxi5AMGKC3SjzZkUCYsBmHNY5AWVPBhsKJlnyPe2003qzFLuauWXmuifjzDPPbJmz7Ep2gUsnt97yozP6GX/UxgR1SMfKTvwyAZV/CqruV3q+POiSSZqzAI2ejWCuxark93xXDObGGMnftEU8OPBED+wCmbmv5X1o6FQd9BGbj7ytFwxkxNfo3WACfT6R+LqW8sKNuQ8P/Ip9MkkdJ3qbCauaocfwzpDr9XaGXQGGy8wcNAAGTtBI4NmsELjIw3ETwDg0Z94I77B2FchP3gSzNOQ9HWPHxdcF1sxudxW0o+hbzEjnko7NM2dtboTQJG2l5+RLp6iTWD5ITZwyYNfG3ad97wof0FHQP9+LztPuIh9dABlhLe9DY2zr7O+a7nbFoD6DOPSig9gD1lJeuLH3Iy90w17yjBOhzYIliVYAhzBy8Y4hHTlhN0pnjp+c8apD1lBBYwo8C++Ba84WY5JTcJDGyAyrLmWNNCF1ayAjOCsoByOd3QkycNwEddCZkykgb/inP3pwXg2US1kwG3aMGHXBj6I79kEbpMWW8sd2qRtPgedG+kF0njzqSfnYXOBOmhWYMZArHzqxszLSY2/nLBuCekcdeSZ/ZIDlPhJfClI+7xTNCEA+/KzWBishQQvSiaUzGXm5IUR/yT+WWU15UAc+wgu9iB+CZ3wvnXV0AejGVp6jF16UUW8G3NqwfKP+yYpOZAb36opcjvigevG01hhlH0EGNmfnUTe5xjfgN/5JH6kvfi9fZCBX6pAWvQb0a2VDW9GZo5+yEJ+ll9BfCfKlDNqZ/cauoGNkG7p/9rOf3Tz95E/+ZD8DS974TT3hHdRJP7E9qFceZzyqL7x6jeBZngObpk5p0U/aV/KBAQc+Qx9Nz0Mb0Mq9azyOx5gXvOoDOl+uU/dkw9MYN1MXeF0G0Q+MefnEDFXZijjzzDP7XISnVeG0hOv7coQ+725UkJ7xFJSjT0t5/WzkGcqI10srpU3PPvvsPpOxOoq+BnVAOWmfoYzTz8mvDvUpV0bcnmMJob27gU+8BPgtB78evzvi3718qwE90Un0pKw6zzrrrL6mB8/odoQ8wehP7AF0XY7bdccmsdtYNnpmd8B3Ba6ZTK5B+v/8z//0Ndz5zneeHnfccdN3vOMdTcfz0KlG0md8hVbOkQ/oc3lbwMe5557b157Tv/qhAkUfufcsdaEfXa43yLAzdEYdzENohZ4zHVSg6ntgQ7qil7G9Kitv2vRynqN7eWow1tdA/8ryO/W6pmv1oOEepKUdb926dVqd3PTUU0/tcupcK5BPfeigR3ejLGkf0iM/PrUh4BuOIG2JPPKrS1lyjXY54ogjptWZTv/lX/5le8oXMbbHG6K/GtC7MtEppA71JY7+4z/+oxHg9ElPelLfR7bwS0ejjauj7zOoD4+eJ57RZ2iGXp6HpnY86g2tlHcdGmS4z33uMz3ooIOmb3zjGzst9j/qqKOmNSiZfvzjH+8ybOicevEb+pBn+IXxGcifmDTqDJTDX3gE9cEN6Uf96nGe26GDwHqnO92pjfGKV7yi01Tu2Agg4OjIFJ7gDgSNEUYsdwbgxGnMysDpp5/eZR1jI08AkUa5AtRyGhsB9EMmOolM0VfsyJE8H+VbjSypD+LA8Qs0xqCQ5/SUDvNnf/ZnZw0c4qxxeMDbyFfshjYHd5Z2xhlnXM+WyqCpcciTusmlzgc/+MHt03/913/d6eqQ7qye5HeNTnhIvsgQ8IexoTqCsS4YG+wv/dIvTZ/znOfM9KMewW75QGFngP7Ij+vwtFpEJvpzjPXdEEY5+YV7dEe/oNcM4kBbotvRloE66EmZPGeL+IB645PL+Rt5xsPYfuHYY49tf9Chj/zsLEIXv6Hv7DDwWC5n+Eo6eWOrka+xjYBykYWeHSeffPK0ZqMtU3ROP3iC1dBfLdSvnYxtI7b43//93+4sv/7rv76fhz64T7z+jd/4jekP/dAPTT/96U/3Pdm1g+gNxrK55heJBYB39UYG+egj+aP/XEu/733v2/Z/29ve1unR9WGHHTbdd999W4f6wgBvyqER+4TOCHo5//zzZ+0bPTHQWTnnyJ+yqQ9W0g96ZI/N5nboUeY973nPFvalL31ppydobxQQjFAx4Bh8A3lGyEPJ8rhebgj5Uz71UiyduHeOIgPKVyfDx7l2J/C4XG7gMGNQBfmkkw3vo+5uCMmjMZF7uQ495yv0Fqcc6zVDPvLII3v0qw78cv4gdgT1jMEoTj86P5hpZIYckJVcyrIZHr7hG75hestb3nL6zne+s2nDaLMdpe0InrP7CLTwHv6jl7Hhpm0df/zx3bY++tGPdj2jfnYWdIO/6E3dztHhahCfSLlcrwahR64xZnzmM59pO6sroA+dVPStLNrS2ML1SDf2GW2t3UXHaI4xIXw4QiP18d1nP/vZ0x/4gR+Y/vd//3fTWgs7hMcRbK/usf3xE3wB3sIz2cY2EOAPRnkhPEeu5z73udNv//Zv7w4V0tHKNw4Iboj+PIzykSd6HSH94Q9/+HT//feffupTn+o05fCOTmRxLR7c9KY37UnUWJdnyiTe8qXY3XXqILf2H1kCz8fOWD46QCMrFd/8zd/c7fAf/uEf+h6UMdjWiVqt3pHtAnV6Hv2hOQ76pe2oHIR/vMjDNuqapx9pI1Y1QwfBb6+99uoRAhBqudJ2ByhxNCaEN07KIEknvPTcA6UILMoAAxiZpc6AoqVF5jiWIARJz3l5+d2FBAMyC1pjAySz5870MOqRHNHJShBMOB7E2TUwR5w3jgn0mGt0jj766F4S/PCHPzyzS+qT1zVelgeu1IFnvKMlbQx+8mfVJPnxF5t94zd+Yzfgv/3bv/0/wc0RfjxTl3v01OGaD4TXkZ+RT3qQN3wl/6jbzAx1csqTZdTrzkB9eAs9Z/WG39VAHQ5QXtkbUz6gh9CPPtST2QpE5sg/0mHncdDoHFtC6sArn5EfQlO66+QDunYfOs6pH62dRQJ62kLiDYROdAuJH2NHAGlTyqcNp5y68zzlQXp8eLn/jflWQ/+GIL/y6o++AV3txsG+v/ALvzD9+7//+3426jX8ALksb2sLOn4rNerHS3wHXI9tLJB3TBfH0YoOQlc+dGNz93gXDww6dOho863RbtGTsokXnpOd7kdZ8JoBhPTUA57Jn4EEuZf7RDDe70g/SSej4//u1FiGEqo3INl44FOuKt+bBNzvih2S82BzQwnSmxhc46+M2hs/8Oc7y6Q751OXUmpvklLWpwrOp5xySn+m4PtI8ikDZbyWPeWgnKzP+RQi+ctQfQ/lQNuvdh/IVY7YvNs4RH4yRA7Au3z0BvJm89A82DVeDaKvya5MOW9vhLERybU09YHNMQH9A73hjV+5dihH53jHMzui5RMsvKoHXef4IxrS2Avk94th5Cmnb3ryZfcqfpWni/wGOF/nNw71go0y6lKWjqSrUxmbstSDNhr4ldc1+6MlfwWEfia/OuIn0siqTGxCb+6z4WtnQD4H3iHn+PZqQFYHpDxeV1PH6GvO2ik70G/NGps3NqIHyOZN+cgfH0k9/ES6/PLSU8AvQJ18Rh7lnaWRAc9pE850HfvxHXZTP5t5trOIr6GLfzwnZoS/tB95ol9xCH95Jq+6lMdj0sQhfNJn5CYPWtJjN8/FcvfKyQfz6M9D4omyeOPL1ZE1He0j7comuOowm182xAs+2Tlxh97lZwvXPjfEN17Up+2Da+0JtHV8xj/iD67FdbRcxw+AjOpHB30y4J0MeFK3etiJDrVj/uB5YgI+1Yc/B9vEb9Qpr5gVf0KrBjZdlrzyi2+gTD6PY0M6VDcdzdMP1Gy9daIcwnNRBKdf+ZVf2SMDI63MTqXvbpSx+hyeynA9+oF/+qd/mj796U/v9zal9F6qOPHEE6ePeMQjpn/1V3/VeaAcYjaCNRIrA7esRng2TFmyMpMsR5h+y7d8S6dBNYTp3/zN30y/4zu+Y1rK7Y0TlpbyThYvGwHvf//7p9WgekkJn2SzdPOgBz2oZ6eRnR6ATukw9yuBvixFxQ7/9m//Nn3e8543/Zqv+ZqmQyc2G6H1Mz/zM52nHHT6ohe9aFpO3M/lq4bT7/pc03PeYxndl/N2ekakaGWEjP5Xf/VX9/PMADwnkxG2pfwnPOEJ0y/7si/rDULkxgffvdvd7tb6yCYYdWWk/NnPfnb6R3/0R70yVR1683T729++l9+ybKh+/AF9hXd+83d/93fT7/me7+k0/sQvXvva13ZeUP/rXve6Xp2ITRwVgGbXb3/727fn3jlUQ5+N4oF+yB+brQQ64eejLysrfbUww0Kf3QM6Ygu2tTJhw9SjHvWolltbcz3aU3t92MMe1jbUjrXJD37wg/08/gto4Pc//uM/pr/+678+vcMd7tD18TM++cpXvrKfQ2ZIYDbFTyuQTz/xiU+0fBVUtz/dOZAdon9n7Q5/t73tbVum6jx6pUZs0jaALHjgk/jXRhLnMtsEy69f9VVf1eXf8pa3bE9dik+3u93tWqfaJSiPvnewz3rWs+bSXw1GPfG1+IYlcW3om77pm5oG3771rW89feYzn9n+JF908xM/8RPNJxnj/4nDYvfv/d7vdT52ii5SNu0dxIgv//Ivn1bH13FY/tE/zL6f8pSntK21Vfz84i/+Yvuo2I7eW9/61s6rHH3d/OY3b/7jb9p6ZLay+Mu//Mv9Sjp9BF1+53d+5/SP//iPO4+80Qk64pz38jbo8nv9h9eO1VFPH/KQh0x/53d+Z5Z/Nfo54YQTZnFrboeeCu9617u2Ii25p3GvJuCvNygI4uAZZHBGnQgFcAiGu9e97jW9xS1u0Urw7lQnBxyfU1A8mShbnj/90z/ts2UOwUdjj8G8k2KwKPUud7lLn1N3jL+7QTbvBfHFfvjU+Dk8B5L+kpe8pPU1Bvixka6EOJ7yCYrq5LR2jY46l6YTBO+tBW3BmY00pu/93u+dPvGJT5w+9rGPnb773e/ufGMDAEE4DTR+aKlMx6Ah8oPwbqDB2cnJB+xq14nj5X73u18frjUqsseHdDB3v/vdZ41HoKMzAxD32oIOO/DOFSL7y1/+8u6k+YpOxIBAOh5f85rXzDoUg8EnP/nJ/eykk06afv/3f3/r4XGPe9z0Gc94xvSf//mfO9/OgH0EVrpIW4b4+zwIFIJkOgJQbrWDeXljJ3UoF7rxv9/+7d9u+9DXrW51q5medUY6nl/7tV+b6fY2t7lNB1fX9h7ofIPoVZD9tm/7ts7j0Kl/xVd8xez+kY98ZA9yYdRJgvwpp5zSQXtsDzuDfFnBbx0Gc9oFXsiNN/5GbvHEIC/tBB86SXn5TyAdtDnIANpAYbQtmfgfPca/2dPERn3z6K8G6LExmrHBf/3Xf00f+MAHzvhG52u/9ms7hkoTIz/5yU92XvwYcNgcyyfY4DGPeUx3imKB9vCf//mfXT8/9lw9kEGZAX7ki261r8QnbeDf//3fp3e84x27vJiCP52/vHzCxO+YY47puD72ceMyt3vyxv/vf//7z+KEiQXayY/HF7/4xbN4lXf++hLPDfDpBS9sQE/S9S8GQuF9Jf384A/+YA8CAJ25HXqcwygLMaPKpG8EULwjwSYjWDDSyeca+M2sjtNH6RyF4sjISA6jJUr2/Fd/9VdnhtC5mLFR6j3ucY/uFAXv0ORsvgZgGJ3VRgB5/uRP/mT6rne963o2c20GFOdKYPhSkLJPfepTOyA84AEPaCeEBEw6+rmf+7lZQwB201nStSC6I2SGTtexUWwdfN3XfV3TNQgQ/NKA2IpsHJ5tAiN3jUa9BjlvfvObWx8ZHH7rt35rlzMA+Nd//ddZ4xaYzfY9s2KFH+A/6GZzm+NVr3rVLMCoV8PT8PkOjHoQROhA5xQbRcbkS6DEC/kE9DwT1JI/+dAWmNhCQDeLwCM4xy4f+tCHepCTVQ6DLwMdfk8+9VmZMDAyo6MP0NGnDufoAk+RYZQl/CUf4Evnga6JgjwGhmac2XFsgGPQp1OPXccO0WYl+k8H5DrPtFFtN7TtUjYYEBAf/ehHd1qeQQaeOiPp4X8tMMalH/3RH206OlF6ZI/ohd1sPEY7fieP/GaA0h2JWSln9Y1c46oOW+i4pbNz5LFRTn33vve9V0V/JeAD4o/xebNgNAw0PvCBD7Q+0WCnn/7pn+5n2tdy6Og9Yys8KBO+XYs12or2G/8fbQjq1dbEeUj81mlq72bEvogB/OvotUudq0NcjDyem6Hjid/FB6MbKwdWAbOaQX76fN/73td9DD4+8pGPzPTkzJ/Rc7aaGbCFGCouWc2I3JBrdWozmUQsx43u0I04kr4REEeBdNjuGZFB8kzQi1IZgxxmfZaX4hjyOnQOnOa7vuu7Op0REzBe//rXtx4oXEehTvUlkP75n/95G9ESb2hvBCT46lwSXKRZhdBZZtmJDiNLOoCVEJ2r8/GPf3w72+///u93mka5HAmUyql/Rx366FsasICUEblnOdiF7QQNdDXE6NwMWppZh85cfg0GXAtanjvYLA3VAFCj14FZtoXICAYqZho6IysCGjKa5EJLQ7XUHtnT0D/2sY/NOgyDqxHp0A0u8Qaj70RnBjcJXvmGd+wo+LhAYqbPpoKes2VU9IHN6YzuX/CCFzQ/2rYBh47GbMhqgQ4vQcvub4OjzCAMoOgvvAD+bsjf5UveMQ8d0rUVJHKMs0LBGC1BzyCK7dSBd3y94Q1v6HaqkxthVUM5gdkATH62VZZ/W7pnI3o57bTTrifDenToGeyMMcZKFJ/GS/TBnokzSRNbXLMrvsSrzMwBf+7pIyuE/F565DLI5ON0IR0fWbHjv/Poz0PkGm1nWZt8bJB2re509vw8g22vu5RlfzxYUYjtAnyQRx3iurqzYof+aEPQPuXx2i5xz+tX9Yrbef2QeGC1lT/jRzs0sx/r1B48G3lSL91Hbu1JfdGdmGGyp5yz/OqUL6/VTBzEh9HPxCp+yGYGGkHyzOvQ526K2+goA/RGgpJlUkJ3Whm+Nx1Uw+3rmqFOfuVXfmXynOc8Z1LOPKmAN6lZWm+oqAbQ+UAd6iqjdF2PfexjZ+noONeMoesuJ5s84xnP6M0UFei6DmUe9KAH9SaHT3/607NNGLsT5TC90QP/L3zhCyc1U5s8//nPn1SQnFQAn9RMrDd9vPe97+08Feh6kwj5qgFsr+WGUUG5z+R3TUfqqo5vUqPt1j9IrwbRNKoRNJ0a+PSzlUDXykaXdOyoBtvp6KqnGktvCqF7YFdp1Vn1XxWjA/yhrez3fd/3dXnXNahoO8I73vGO5rkGCZM73vGOnSZPBc1O37JlS2/uUXcFrvYXIJc8UDOAlh3ikzU7mBx33HFNhx5WCzyqG/CJB7ZRV3VQvXnn/e9//+TJT37y5E53ulPLWwOq5v8lL3nJpILnpAYsTR8v+KWz6iQm/+///b/Jwx/+8EkFu/YLvlAzjkkNZCY1Y25elfGsOspJzc7b5+nwmc98ZtdFF7/7u7/bvNBTwA4VxLbf3TDke+ADH9h/0pNOoQaUk7vd7W597TkebXBSP97x9eAHP7j1XUG087MvvtgdlDn55JO7Tn5Mh8pXEJ3UYLvz0tt6g8/RNb5BW6ug3Hb9y7/8y+abb7MneWoQ1nxKV8az8M4Wy2OK9iH+RPdklS/tDi06kE+e0Ad+MY/+PMgTvyIT36wOs68f85jHtK6DxJM73OEObXOoAXTTZP/q6GY00U9bxv/ou+qOr+A17WNMk4dexDKowVPLp31Uh99poVWDwslTnvKU1hE64kjqdJ/YkPqTRh6818x9UoOAyate9arJ0572tElNBLs9iiXwnve8p3lXp3LaLIjBrmMruhOrskmbbm40SvAVUcz3qGOjztADs8rwVI21z5bxMuo2a3Z2lFJn12YbYORUDtTXRv6emWVlhgXqLUX3rMJzo0WbewIjULoqh+rnmenubhgxWzEwqi2n6nM5WPPoGr+WKclKvmpMs5HtPMgP8tNXNniZHXrtwAZGneoM6BGtcuC5M3R2UR+dQzXK2cwx+SxdVuPs5cbQ8X7MjNn+AHapRtPp6KKvrHe0ZDdjZkv5vHvFu+Va77ctz3l3ZQnR+7zv/u7v7r0BeM6yLdnJEl1mNowXdNCWx4oP37OCERlg3gwdYg8zGToxi/zDP/zD9l+rF8q7tjSd1wvopr5R//zSe2Z6taqClkNeS5HqB2nRm/Lh2UzE5itLt7E3XXuv96Y3vWnW/gI+Ej8Z5TJDpw9yRz56jH08Vy/fkB76kQVdB7uB9mvWo04rb+QY2yDbo2NzXQXjXvoNX7AeM/TQx7MlW7C/Jsu4Vhhs8LNZz4pQVl4Si/DB5vJ6XRCbSqfL8M9f5fHaSdnoEx06NKOzNwTMULW71dCfBzzEX4AtarDcdXstpY3wMStAVgYe+tCHdrvKKwKvd+gm/ocfZcfZcHwQ+Ibn4sFoO/zGL8z+xbfsw1GezaV5Zaxc7DL6Y+LBX/zFX/R96rRvQ7p3/vxwlNdrLe0XT5l5O7LPQ79jz82oz+wH0Y7G1T/+TT4ravog+22C+OIev+QOFBGFUTalC0x5P2zzm+ULy6UxoKUezm5DFSQokEsgYcAERmXUGRoxVgIX+mPgyOAhde5OaMSWSjUAnZH3tAJElpsEZrza9AX0l0HMKNNKyPtyerDkp9F676reHJYELTHSCfpA1/M6dMukyrMJJJAFbKIjE8TTgOWxl4EdvMsO8q5fAydnNsjVTGlmy2zkwdN4VlcGejoD6eQEMqGZzi1BMcCvw0Y3z20CG3W7UoeeTsx9bAbxbXzZeT828AQiUB/Z2HSk6dUCfg1CBJA/+7M/m+mAflw7J2guD2RgKRidmqH36yd1OZ7//Oe3rsODOlLPaDs2JQMbqx9GGenZ87wDJZe8qSPPRz59TSDtp37qp/oedG54BbaymUh7+JEf+ZFZOViPDh1v8Q+gQ/zbi2AjFnp40UbpzqYte38g7YQu5WOv5f5BNnUb1Mqj/bnP88iUzjwdvVcTOtvV0J+H+GjsncGFzsfZYNs5Eyn0HHyeDcaOLZ1ibA6Ju5B4sPwVHB7CR/Y50UV4Srv+gz/4g+v5sbrpypFXd5bc1ckn1WkypKzYSbdsCjr4dM7aoBimjYVfrwDp1Wa78AEmDMqMnXlirroNfOhm/Comdp/XoW/6JXcopffySRmglzbKcSY1curv/ix9/PiP//ikRl+9tFIO3WUsa/h+rww5KWX18gyoowwyW8ry3P1IwzJO8kPpcbZE47lrz5Xb3Xjd617Xy0KWRmtG138DvQJpL2+VE/UZ6ACqg5gtU0WmeVDH2Wef3TLf9773nbz5zW+elDP38ufLX/7ySY3Ue8nWsla+mYRy8j6vhHLw1nsNsGZ6ZuNqWG0bz+jZIS+4zjK7pWBwrUxATv7BJyz/W/pKnTVg69cT6EmrwNbLcNXJtZ68TuAP5GRv+sSXa+A7oLz86sRzBa5ZOh2rcx5SpzrwGZxwwglNV/3vete7ennPn4YlJ53gwTW9kc2hXUTnFWT6lUEN5PoVyaMe9ahe9rQMaJmez1hSjF840wUdO8hAT5ZXa7A8qWDXr7DQvtWtbtXLutHDPGiTylUwnL0+gbSf3MuDp+jamQ7YhVyOpMmLRyA3+emQr0YGNtkVQDN6Jx/fqUFov6rAu+XgGoBMTjzxxNa9P2By6qmntj3IwIaAfzqRFt7JShbpo8ye55qvyQPy02d1epPq3ObSnwd+od2zIfsBumhq72jhzWsHNvOMLtxL9xpULGZXyFk+/gRsig4Z0pbYFORTDx4c0ZE8rqO7nGuw3TYA/NBZ8tfAqevjK55JU2faoDrwgke8vPWtb+1v4/Uxz3ve8/o1m/KeOaOvLF7x7x6kqSs+wR/SVtCULn+e3xjsER06JQcMBB/72Mda8TULb+eShxIpTkfmHTrDUq5naQzOnNB1oAwjgyDM8MpxOA1CeXkY0vN0/hxld+NTn/pUd2re6+AzzslRBZrXvOY1HZh1FjocjZIMNatYdUBWr45RWTpWjw5V5/74xz++3yF55ym9ZoLdWWgIaVgrQR68cW4dMEeHNA4DiXTa6LOdPPe85z07rWZbLQ8eaybc5VyznY6ZLZWRppxAKzjhOY2T7eVJgMAP+9YsossoC/ICHcvvnIaprLPyQWRZCaPfocl3+Zf3ax/60If6XTYZnvrUp/bA6X73u9/k1a9+dctHd2iwpXLpMPmlQwAyGPBO/41vfGPvD6nZ2eS5z31u85sOmlzpFPmEzvtZz3pWvwu9973vPXnpS1/a7exNb3pTB0x7T8b2sxLwI2/apraaQTd6fBSv5AfPyUEH9Ovacx2Vugwk5K0ZTJ/lwzt/J4eORGclNthXsN5AB48CNbCFe4h8D3jAA9p+H/3oRycPechDOs8rX/nKth07yEM39JLYM+KMM87otsEP0eF7oKxOOf4P6o5+EwNWoj8P6XTJIo6AwQKa3i2nTbAxO4U+2njSJj2LPaXzBddj5x5/YmO0PM/kIPKCNDEB6EId6NpfIm/e74cH13xcOfHJffgI0u7VFz5ciy3qtFdDTKCv8Ce/9gDysF/Kuk9d+MAjHtzjlY9Ly6DlxmCP6NApS0NlhLERuKYgSqMwgZ+iKPTFL35xK901UGYanoODOZRTn7LyaCDSAY1x1oSe5/Jz6NHRdhfSYGxowh8dcRQycHyzM7JxYsGQ7BxSp5vAsxLikOoWVNHikEB+tqEjjRwNwVT61q1bO+880Cc9K6Oz0DEFbPPOd76zG2Pkik11bvCGN7yhO9L4BrvIZ3aNd/XjI+mPfOQjW563vOUtrTO2REcgJQvQizq3bNnSz0BdaMf+jjRUjZxedXpoyWvWT8/zQGeOww8/vPmniwRJOrRhjU7f/e53Tx760Id2YH/Sk57UtGwMs1mH7pRjH0CfrLlX7/3vf//WiY2AVlfwTRZQ3q+6veAFL5jc+ta3nthUZCBIppe97GXdoaBvQBDfErhXA3rka2gA/dAjeMbe9MSnYnv1kwctunVtYA1WGpS3MhXfzIBPPR/4wAd60x9bGvysN/BFz4lRZDX4ZX+xKbLGF6xu8NVMFOjDvXL8QKczDhzp4uMf/3jbx7387An0o83QAfoGsHjRHg1GV0N/HnTiiRPospFNx/h97Wtf250eO6KJH3ygxb/og93xLD9eEkPUybbxC76WstI9z+ZScqPNzqecckrLTC/4d0bXRlV5DITl0z4Bb3jR+UZvBil4cS+fM//DA/nQU6dynpmcONMbmfi+wyAZ6BkvkRXUiwZ5PJffvbrJh+/kvTGYazFEKE/Ao1CMIyo9StmdIHg6IaBk94IbRZk9GHkC5zNzNyLlYAniGr5yUW4cznMgq/xkB2UgDh/Daji5h3RsuxN3vvOd2zHe/va39+gU3FsmfdzjHjcLDuRzzZk9d52AvxLoSnCikx/7sR/rHdapkwPTnRlddh8bKQMa9Jfd1zqRBF42laYevqZjAvyqTzp6OqsnPvGJrWf5dXp8lR3uete7Tu5yl7u0bR/xiEd0uXQeePEaBtTFXsp4fpvb3KZ354KO8YMf/GBf67zRIJOZh1ksHfIXUJ7f0Z809/JD/AQt19oRXt0LnAY79GG2HB0I3CBIOCD1sBXQvTbouMc97tGvVPi6JVSdlVUoMy6vmwTXwNI8mwR4oEOdnSXX+9znPjM+1O3LDbuVfR2B5xe96EVNR37LjQYWEP7IHh7J5UhboiP+AukI1CmdbumMjdiNnsAzYCf+kF3AfMCZzkPPygx9wuMf//gOtqnHoMMSL7AtG+A5Ngz/Amr43lngiw7RCI9WVQw0pYcGefnTRz7ykfZDgyb6ie2thACZ0j4cZJKW+Ecf9K9uzw0e5Eff4J4udbg6MG1iHv15UHfinLoMrsRZX0PAox/96F6aZjs84A8+/OEP9zK/Dh+veFFXVk0M1IPRZ+QR28Wmpz/96T2YTPvXVsUIOgs9usCXAf7d7373blfiCVvjha3f9ra3TX7+53++8yrLX5SNT2r76NKHcvJ4fq973at58mXI+973vr42KTJYetjDHtYDKHWqA3/pN/kvJL6SXz7AN1vgS35QFrQTr07VN+oH2KztVcKuiGx4yl9bs4u2hJttYtndKGH7XEroc2ATiN3JeC6D948NVEPvjTR+Nc4mhlJo//DGCLKVQbtcKW5Wb42gepNcGXL2AyJ2rUqHCoqzP9+ZjRK+c93dqGDX3xbjpxy0fxnJBjg8VuPrDTCe2QyzHOX8269WBpnRsfsbjXLa/kELm0Gqgc6+X7aDPDqRvxpp06dvefy4CT+zwcfGlMCucRvHold2rGDe176Rxns1tP52Gc9sCDZ+5YcqHDbrZMOOnb1+SdB1aLEh8HnfCqdcNcDeAWu3qu/TpVWnM/urTDVqbz+gT/LboZuvHzwLbEpUNj/OVJ1cn/04hXR6Ixu++OVqf/qV/vlpNertKUv+evrpp09f/epX94+05Oc8wXfy2gF9awd+zpm8NSPvXcZ2qoPyeFSe7fxACN2iN8q1GqinBgnX25hn9zW5taPEGSAL/6iOoZ97Fn2CesinXdP3qcM3/8pWgOyfNFVWG2c7vuhamo1z+RIB2J0v2vxUAbV/hEU9iS07A7yAulyjY2c3/8GLzY180oas+LcvTiITWUG7qQHBTCc2fWanup9StTGU//jeGsQuEKvIVJ11+we9oZcYN4/+PPCFIDTBL/HVAL950jbVrf3gWztBR5u3OW/UtW+28ca22q4fvxG7teX4N97sPFeHuv0SIDnFBD80ZHc9utp1+OPLNp2irX6Hne/ik7w2dWbjd36QpjrQ5iub4sR3qFl421IfKPbQbw2omiebf12r/zd/8ze7nDYN5513Xpfj9+Q766yzul2ggVZg06ZyNUDfnvLFjYd2vtsYxxfU45t7tg/mdujAqTR+jPu8ASj3c9t/x3ojYAwwEd5uVb+BqzOgIGc7CO0w5XAUbxdoAitwSkFNfj84AGTNAEZw8cwRBxakQtPuTM842kaBYKBx2SWrEXEIn5bQj59g5VwckfOTNcE1wWglCFDRg19g++Ef/uFutHTN4Tiejp5zJpgL1mNg96tkBlmCM91pdH44ZMzn15b8zCIflMfnSXwRzwKktPe+972dV5n4A9n9nj/Z1e+nRX1KpwHVaLcbs13aoGElgJLLb/b7kRZfQ6gf7XSC6fQy6KE3QVpDThr+oxt+4bM3gecVr3jFTLfogE5ew498BhHj73LfEPglHYzBdDkS1MiMnl/G06nr9DIw4vMGR+FnDDD53ArIiZbn8fmVwJeW88Y+NcPv9od+9EX3dAbqpwM2iy3xlkGX5zWL6YEJHYztXx0G3y972ct68Koj1x7ZzmeMae92LQvOoF6xgP3yt6bHQcaXiuh+nAD5osDubh2cgW86d8HZD5zEBuJrOjp8GkAK9tqv/GTzxQTohPmOPMqwE6jfINQXINER39UmdGDz6M/D6ANkHe+1PZ91GcgaOLCDQaOOD3270GOLtDvQPnTS2maO17/+9f1M5w8+NfV1hvrCO9viwQCFb8nDT/hX9Cj26/QzeBF3lAO/SihN+wi0U7xIz88Fqys+jZ+nPe1p3X7EVv78hCc8oQdQ73nPezq2+uJH5w3qU5cjkxtQJ97x6uevxc/f+q3fmukzcms7L3zhC3uQqg7y0w85HXM79DjV2OklGK0m4K830mDiwMBxY8CxIckz8jwGAQEgz8hMOUCh0tVDqaPDqg/9GIOyU47B0xltBLBfVhMgfOM3Qdo5ARVWG9DoR/2xxQj10h29oT/WL230q9gsdDMri10SfNFhC2XzbLSdetENrcidRoEO28Rn6CC001CBf8gXHtU36jDlwouy+HAfWuqIz+B7DNKexQeX6056ZFotYkO044to0X98NfkiR3gBMxDlko8d3CcvGRPsbwyUowP6G+m5x4vn6ASu8SsvXhyj3ulGucgRv9BBB9LjRzrr2CBlcg8JthDaqXOtMOo/MMiThuYYp+gjAxfP8Bx/ylke+omPuAf5kxZdZ4DCH9QVuJ5Hfx6UCz31sU3kRD/1oq2zGtv/6Auepb3Lm+uc2YMOYYxLI9+hS55R16ETm476kRfkHwcwfCL0IHSs/KYMWdgQ2CWDEvWG/ii/Djy8jO1+1Am4Hzt7UPco98hbBsTq3MtF9fQrohTQa/u5rsr6XUkxM3ufvLtQiup3Hviq0Xy/o5DmnPcSpezZO6ZSSvPsWY0YexODdxqljH43EnlqRD+Tm7yeqb+UPdsslHrR81yZCnizP4VXgaPfB+5O4IcM7AVkYXLvaMq5mme6qgDX8tIJecppZ+96VoL61JUzqEfd6qgZetMYgRbdsBtayjnoF6oRzOyAN3rGMx0rS6c2qXk/KG8Fkn5eo+Eug7Z6cy+Pevir8ujELvLmAHni13QBFeC6TAW5fp+GljzKyEc+z+IXfIm+8aUcGzhLwwfgiTwgn3T1VENuvYf2jUHkUE90HlnIXQ2//ZVNxna83E9HHwbyk1mbSRxQFxrel84DPxjlYTv10Ffsi6/YIPrEJ7AlGeIf9EUu/hM9hgZeyRr+8Q3oqF9+tCMHKKN+B8Rfcr8zwDs+4wtk5ZdkRMc5vLCDZ+7JkPiV6+V2Gu0SP4s92Mf7XHTpMunRU/hJjIMboj8P8TmI7tTBRuoPfwGe6SUxQ95R16Nvyouv+EKgbjTJwf7klWe0YXTvuXzyS1PWPR8JD9Vhto7Q1n7jP2STpkz05l6d5IQadDRt9XiuDD6UIZt84SWQj2zRtfrQxTe7gb5GWXSjT0f8iF7Zs2bzM3vP7dATnAjhZb/CYRoRx+4EvvCAJwfFALGicIqh4NGRYQwaSc9uZjIzMsOqZ2x8ZGcgzp9yjOLsOdruRwPubnCAOAdEb2OwNbjBc+7ZWwe2EkZ9ggaCTmSnJ45Hl/SmE16un9gqjs1p8ZVGlcagYTvLg38Y/U/9oC7l00mwG1uzFz9ABw114J2tIToBz+VNeQgfywdJAqu61StvaCQgqpeMyuAtfMobmsv1iJa884KqfMqHb1AnfyWDdLztKChC/BpPDvLhPfyTLXbgQzAOvm4MIiM6eFN/6ES3gCc2ll9e+hw7s7Tb5FOX8uyBX/zRN//lA+QnozQHKKuMeuh5uf7XCniLDLE3eoCHTBDSGYQHeon/uZZOP+QDzxyQAREI7HRCV6kbHeXJLq+06LtmpSvSx/M8kJFMfA2/KRPfFhOkoydfbB/gQZnIlHYVuVKnr1nw6nli0+g36Mknjc0D9PFBH+JP6hv5c4+nMR6qh7519HSnPKQ9iAN4Ud5ZfeLcGDPRIq/yZGebxCZpyuJVWbTi48vlCp/sQgcj8lz5m/xMYXv6DoGozARWGUYYPcfuBr44YhoJuM49p6AkclAuGYBSNWYzdgqNUzEWwzKe6xhffXF4ZTWSsRHkeRTreQyyUYBH/AEnAA0Iv2RkW3kibxx7HtRFB+TnsLmWHsekY7RSv2cO9+CsjHMatnyjY7OLwE7v4LlBiHT2bYcu2g58qJ8dMnqVbgasQajTIU09Gl0aXkbK6GhEeAFp/EHd5EEPv9LkUT7Xkc3ZPTqpAz338uc5up6xjzpCfx5Ge6Y+9dMJ+aThN7Yhm2s0c5Y/ckYf+FEeD+ogq6ClDnm1AVBmJaCR+sa25AB1q8PZM5APH2SJfkY/oBvypdMxQ2JfvsGH0VTeNX7jG7EN2mhFtsgc3QXhfWegbgea+GUv/EjDC506o51nbORauvglj3t+jGeyK+8+eogc6SjkT7vOvefRYXQrxq1EfzVQNjaNjQNp6mEH6dE9G7IpOngmI9nCC17xknod4jWZPNfJ8kHt0CRMOWVS1sEf3MvjXjwzGEQHn+rHi7Ku0wbwRAfKOfiB/Mq5B/WqT3nPHGSU5lpnT9d5Ht3iQ5ozmfJMffJLi27cRx5nvOEB8IRfNO30z8AUkbnwfjmoimbv0arCPu9ujHyUMvodiQNKMX2uDrrP5fizPFAK7XPqKIP3GeSDcow+K5vyUI2tz2X8Pud5NbC+T7ndCbyMfJAvspM5vNIT20Ymz8iyGni/A9XY+gzqCtRVje//1Bedyxs7BeER8MROKa8uuCH+yDuWBzaKD0DkBPXgJXYF9EY9RR7lojPXKZM2AdGH8vGvlEdr9Llcg7rUnfpXg1HPEL4deeacd5HRHaCzXIfVSWy/WpIp8qU+5xvS+46QvGhFVnWOuk6bG+uODpXxfNST67FNxo/if6mbffLeFPAw6iT36lNPaOTZWmCUNWe0Un/a3aiPXKdNOI/vT2GMU+F79KfYMffOaLLpjaW/EtTLboGy6ss1uEcz6cFIU9tcbr+UA/aOnflw5Ed/rDd+kZgM/CBl5U+dEBnVETnG58ot9wV5b0i2Mc7hcYw5kHfuZA1teRKP1Jvy0iKHeiODtOhqtC+s6h36AgsssMACCyywsbFz60kLLLDAAgsssMAGwGTy/wECNFdLg1C2hwAAAABJRU5ErkJggg=="}},"cell_type":"markdown","metadata":{"jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"},"id":"B37CC2560DBC41A786C01BB5AB52CBFD","mdEditEnable":false},"source":"# Beam Search\n简单greedy search：局部最优,不是全局最优\n\n![Image Name](https://cdn.kesci.com/upload/image/q5jchqoppn.png?imageView2/0/w/440/h/440)\n\n维特比算法：选择整体分数最高的句子（搜索空间太大）\n集束搜索：\n\n![Image Name](https://cdn.kesci.com/upload/image/q5jcia86z1.png?imageView2/0/w/640/h/640)\n\n集束搜索结合了greedy search和维特比算法,综合了二者的优点,但得到的。\n\n关于集束搜索(Beam Search)说法错误的是\n\n集束搜索结合了greedy search和维特比算法。(正确)\n集束搜索使用beam size参数来限制在每一步保留下来的可能性词的数量。(正确)\n集束搜索是一种贪心算法。(正确,集束搜索是维特比算法的贪心形式)\n集束搜索得到的是全局最优解。(错误,集束搜索是贪心算法)"},{"metadata":{"id":"D6CFEE200E5D42E2BD3334E612C8A41A","jupyter":{},"tags":[],"slideshow":{"slide_type":"slide"}},"cell_type":"code","outputs":[],"source":"","execution_count":null}],"metadata":{"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.7.3","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}